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Jarmo Hurri, Aapo Hyvärinen. "Temporal Coherence, Natural Image Sequences, and the Visual Cortex" | [Home Page] | [PDF]
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Christopher Atkeson, Jun Morimoto. "Nonparametric Representation of Policies and Value Functions: A Trajectory-Based Approach" | [Home Page] | [PDF]
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James Park, Adnan Darwiche. "A Differential Semantics for Jointree Algorithms" | [Home Page] | [PDF]
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Brochu Eric, Nando de Freitas. ""Name That Song!" A Probabilistic Approach to Querying on Music and Text" | [Home Page] | [PDF]
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Bernd Fischer, Johann Schumann, Wray Buntine, Alexander Gray. "Automatic Derivation of Statistical Algorithms: The EM Family and Beyond" | [Home Page] | [PDF]
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Volker Roth, Julian Laub, Klaus-Robert Müller, Joachim Buhmann. "Going Metric: Denoising Pairwise Data" | [Home Page] | [PDF]
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Craig Saunders, Alexei Vinokourov, John Shawe-taylor. "String Kernels, Fisher Kernels and Finite State Automata" | [Home Page] | [PDF]
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Gal Chechik, Naftali Tishby. "Extracting Relevant Structures with Side Information" | [Home Page] | [PDF]
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Jakob Heinzle, Alan A. Stocker. "Classifying Patterns of Visual Motion - a Neuromorphic Approach" | [Home Page] | [PDF]
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Willem Zuidema. "How the Poverty of the Stimulus Solves the Poverty of the Stimulus" | [Home Page] | [PDF]
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Anitha Kannan, Nebojsa Jojic, Brendan Frey. "Fast Transformation-Invariant Factor Analysis" | [Home Page] | [PDF]
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Lavi Shpigelman, Yoram Singer, Rony Paz, Eilon Vaadia. "Spikernels: Embedding Spiking Neurons in Inner-Product Spaces" | [Home Page] | [PDF]
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Jean-philippe Vert, Minoru Kanehisa. "Graph-Driven Feature Extraction From Microarray Data Using Diffusion Kernels and Kernel CCA" | [Home Page] | [PDF]
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R. Vogelstein, Francesco Tenore, Ralf Philipp, Miriam Adlerstein, David Goldberg, Gert Cauwenberghs. "Spike Timing-Dependent Plasticity in the Address Domain" | [Home Page] | [PDF]
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Ronen Brafman, Moshe Tennenholtz. "Efficient Learning Equilibrium" | [Home Page] | [PDF]
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Dan Pelleg, Andrew Moore. "Using Tarjan's Red Rule for Fast Dependency Tree Construction" | [Home Page] | [PDF]
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Chen Yanover, Yair Weiss. "Approximate Inference and Protein-Folding" | [Home Page] | [PDF]
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Bernd Porr, Florentin Wörgötter. "Learning a Forward Model of a Reflex" | [Home Page] | [PDF]
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Martin Szummer, Tommi Jaakkola. "Information Regularization with Partially Labeled Data" | [Home Page] | [PDF]
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Balázs Kégl. "Intrinsic Dimension Estimation Using Packing Numbers" | [Home Page] | [PDF]
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Eleazar Eskin, Jason Weston, William Noble, Christina Leslie. "Mismatch String Kernels for SVM Protein Classification" | [Home Page] | [PDF]
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Robert B. Gramacy, Manfred K. K. Warmuth, Scott Brandt, Ismail Ari. "Adaptive Caching by Refetching" | [Home Page] | [PDF]
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Nathaniel Daw, Aaron C. Courville, David Touretzky. "Timing and Partial Observability in the Dopamine System" | [Home Page] | [PDF]
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David Ross, Richard Zemel. "Multiple Cause Vector Quantization" | [Home Page] | [PDF]
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Kinh Tieu, Erik Miller. "Unsupervised Color Constancy" | [Home Page] | [PDF]
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Pascal Poupart, Craig Boutilier. "Value-Directed Compression of POMDPs" | [Home Page] | [PDF]
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Sariel Har-Peled, Dan Roth, Dav Zimak. "Constraint Classification for Multiclass Classification and Ranking" | [Home Page] | [PDF]
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W Wu, M. Black, Y. Gao, M. Serruya, A. Shaikhouni, J. Donoghue, Elie Bienenstock. "Neural Decoding of Cursor Motion Using a Kalman Filter" | [Home Page] | [PDF]
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Harald Steck, Tommi Jaakkola. "On the Dirichlet Prior and Bayesian Regularization" | [Home Page] | [PDF]
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J. Shapiro. "Scaling of Probability-Based Optimization Algorithms" | [Home Page] | [PDF]
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Shantanu Chakrabartty, Gert Cauwenberghs. "Forward-Decoding Kernel-Based Phone Recognition" | [Home Page] | [PDF]
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Alexandre Romariz, Kelvin Wagner. "Optoelectronic Implementation of a FitzHugh-Nagumo Neural Model" | [Home Page] | [PDF]
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Nicolò Cesa-bianchi, Alex Conconi, Claudio Gentile. "Margin-Based Algorithms for Information Filtering" | [Home Page] | [PDF]
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Chakra Chennubhotla, Allan Jepson. "Half-Lives of EigenFlows for Spectral Clustering" | [Home Page] | [PDF]
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Anton Schwaighofer, Volker Tresp, Peter Mayer, Alexander Scheel, Gerhard Müller. "The RA Scanner: Prediction of Rheumatoid Joint Inflammation Based on Laser Imaging" | [Home Page] | [PDF]
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Ralf Schoknecht. "Optimality of Reinforcement Learning Algorithms with Linear Function Approximation" | [Home Page] | [PDF]
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Maneesh Sahani, Jennifer Linden. "Evidence Optimization Techniques for Estimating Stimulus-Response Functions" | [Home Page] | [PDF]
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Michael Deweese, Anthony Zador. "Binary Coding in Auditory Cortex" | [Home Page] | [PDF]
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Auke Ijspeert, Jun Nakanishi, Stefan Schaal. "Learning Attractor Landscapes for Learning Motor Primitives" | [Home Page] | [PDF]
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Daniel Navarro, Michael Lee. "Combining Dimensions and Features in Similarity-Based Representations" | [Home Page] | [PDF]
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Zoubin Ghahramani, Carl Rasmussen. "Bayesian Monte Carlo" | [Home Page] | [PDF]
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Yan Karklin, Michael Lewicki. "A Model for Learning Variance Components of Natural Images" | [Home Page] | [PDF]
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Tong Zhang. "Effective Dimension and Generalization of Kernel Learning" | [Home Page] | [PDF]
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Luis E. Ortiz, Michael Kearns. "Nash Propagation for Loopy Graphical Games" | [Home Page] | [PDF]
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Giacomo Indiveri. "Neuromorphic Bisable VLSI Synapses with Spike-Timing-Dependent Plasticity" | [Home Page] | [PDF]
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Hagai Attias. "Source Separation with a Sensor Array using Graphical Models and Subband Filtering" | [Home Page] | [PDF]
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Aaron Gruber, Sara Solla, James Houk. "Dopamine Induced Bistability Enhances Signal Processing in Spiny Neurons" | [Home Page] | [PDF]
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Elad Schneidman, William Bialek, Michael Ii. "An Information Theoretic Approach to the Functional Classification of Neurons" | [Home Page] | [PDF]
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Samy Bengio. "An Asynchronous Hidden Markov Model for Audio-Visual Speech Recognition" | [Home Page] | [PDF]
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William Freeman, Antonio Torralba. "Shape Recipes: Scene Representations that Refer to the Image" | [Home Page] | [PDF]
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Cody Kwok, Dieter Fox, Marina Meila. "Real-Time Particle Filters" | [Home Page] | [PDF]
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Kenji Fukumizu, Shotaro Akaho, Shun-ichi Amari. "Critical Lines in Symmetry of Mixture Models and its Application to Component Splitting" | [Home Page] | [PDF]
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Pascal Vincent, Yoshua Bengio. "Manifold Parzen Windows" | [Home Page] | [PDF]
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Naonori Ueda, Kazumi Saito. "Parametric Mixture Models for Multi-Labeled Text" | [Home Page] | [PDF]
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Anton Schwaighofer, Volker Tresp. "Transductive and Inductive Methods for Approximate Gaussian Process Regression" | [Home Page] | [PDF]
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Gunnar Rätsch, Sebastian Mika, Alex Smola. "Adapting Codes and Embeddings for Polychotomies" | [Home Page] | [PDF]
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Brian Taba, Kwabena A. Boahen. "Topographic Map Formation by Silicon Growth Cones" | [Home Page] | [PDF]
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Sachin Kajarekar, Hynek Hermansky. "Analysis of Information in Speech Based on MANOVA" | [Home Page] | [PDF]
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Ehud Ben-reuven, Yoram Singer. "Discriminative Binaural Sound Localization" | [Home Page] | [PDF]
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Wim Wiegerinck, Tom Heskes. "Fractional Belief Propagation" | [Home Page] | [PDF]
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Tilman Lange, Mikio Braun, Volker Roth, Joachim Buhmann. "Stability-Based Model Selection" | [Home Page] | [PDF]
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Michael Eisele, Kenneth Miller. "Hidden Markov Model of Cortical Synaptic Plasticity: Derivation of the Learning Rule" | [Home Page] | [PDF]
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Yee Teh, Sam Roweis. "Automatic Alignment of Local Representations" | [Home Page] | [PDF]
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Seth Bridges, Miguel Figueroa, Chris Diorio, David Hsu. "Field-Programmable Learning Arrays" | [Home Page] | [PDF]
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Saharon Rosset, Eran Segal. "Boosting Density Estimation" | [Home Page] | [PDF]
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Stuart Andrews, Ioannis Tsochantaridis, Thomas Hofmann. "Support Vector Machines for Multiple-Instance Learning" | [Home Page] | [PDF]
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Jürgen Schmidhuber. "Bias-Optimal Incremental Problem Solving" | [Home Page] | [PDF]
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Tatsuto Murayama, Masato Okada. "Rate Distortion Function in the Spin Glass State: A Toy Model" | [Home Page] | [PDF]
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Herbert Jaeger. "Adaptive Nonlinear System Identification with Echo State Networks" | [Home Page] | [PDF]
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Lawrence Saul, Daniel Lee, Charles Isbell, Yann Cun. "Real Time Voice Processing with Audiovisual Feedback: Toward Autonomous Agents with Perfect Pitch" | [Home Page] | [PDF]
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Jon Kleinberg. "An Impossibility Theorem for Clustering" | [Home Page] | [PDF]
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Robert Jacobs, Melissa Dominguez. "Visual Development Aids the Acquisition of Motion Velocity Sensitivities" | [Home Page] | [PDF]
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Olivier Bousquet, Daniel Herrmann. "On the Complexity of Learning the Kernel Matrix" | [Home Page] | [PDF]
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Koji Tsuda, Motoaki Kawanabe, Klaus-Robert Müller. "Clustering with the Fisher Score" | [Home Page] | [PDF]
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Nicholas Hughes, David Lowe. "Artefactual Structure from Least-Squares Multidimensional Scaling" | [Home Page] | [PDF]
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Peter Dayan, Maneesh Sahani, Gregoire Deback. "Adaptation and Unsupervised Learning" | [Home Page] | [PDF]
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Michail G. Lagoudakis, Ronald Parr. "Learning in Zero-Sum Team Markov Games Using Factored Value Functions" | [Home Page] | [PDF]
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Liam Paninski. "Convergence Properties of Some Spike-Triggered Analysis Techniques" | [Home Page] | [PDF]
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Khashayar Rohanimanesh, Sridhar Mahadevan. "Learning to Take Concurrent Actions" | [Home Page] | [PDF]
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Kwokleung Chan, Te-Won Lee, Terrence J. Sejnowski. "Handling Missing Data with Variational Bayesian Learning of ICA" | [Home Page] | [PDF]
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Amnon Shashua, Anat Levin. "Ranking with Large Margin Principle: Two Approaches" | [Home Page] | [PDF]
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David Grimes, Rajesh P. N. Rao. "A Bilinear Model for Sparse Coding" | [Home Page] | [PDF]
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Ron Meir, Tong Zhang. "Data-Dependent Bounds for Bayesian Mixture Methods" | [Home Page] | [PDF]
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Guy Lebanon, John Lafferty. "Information Diffusion Kernels" | [Home Page] | [PDF]
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Baback Moghaddam, Gregory Shakhnarovich. "Boosted Dyadic Kernel Discriminants" | [Home Page] | [PDF]
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E. Solak, R. Murray-smith, W. Leithead, D. Leith, Carl Rasmussen. "Derivative Observations in Gaussian Process Models of Dynamic Systems" | [Home Page] | [PDF]
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Vin Silva, Joshua Tenenbaum. "Global Versus Local Methods in Nonlinear Dimensionality Reduction" | [Home Page] | [PDF]
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Francis Bach, Michael Jordan. "Learning Graphical Models with Mercer Kernels" | [Home Page] | [PDF]
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Geoffrey E. Hinton, Sam Roweis. "Stochastic Neighbor Embedding" | [Home Page] | [PDF]
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David Barber. "Learning in Spiking Neural Assemblies" | [Home Page] | [PDF]
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Wolfgang Maass, Thomas Natschläger, Henry Markram. "A Model for Real-Time Computation in Generic Neural Microcircuits" | [Home Page] | [PDF]
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David Fass, Jacob Feldman. "Categorization Under Complexity: A Unified MDL Account of Human Learning of Regular and Irregular Categories" | [Home Page] | [PDF]
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Rong Jin, Zoubin Ghahramani. "Learning with Multiple Labels" | [Home Page] | [PDF]
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Dmitri Chklovskii, Armen Stepanyants. "Branching Law for Axons" | [Home Page] | [PDF]
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Clayton Scott, Robert Nowak. "Dyadic Classification Trees via Structural Risk Minimization" | [Home Page] | [PDF]
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John Langford, John Shawe-Taylor. "PAC-Bayes & Margins" | [Home Page] | [PDF]
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David Danks, Thomas Griffiths, Joshua Tenenbaum. "Dynamical Causal Learning" | [Home Page] | [PDF]
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Tatyana Sharpee, Nicole Rust, William Bialek. "Maximally Informative Dimensions: Analyzing Neural Responses to Natural Signals" | [Home Page] | [PDF]
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Dan Klein, Christopher D. Manning. "Fast Exact Inference with a Factored Model for Natural Language Parsing" | [Home Page] | [PDF]
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Javier Movellan, Thomas Wachtler, Thomas D. Albright, Terrence Sejnowski. "Morton-Style Factorial Coding of Color in Primary Visual Cortex" | [Home Page] | [PDF]
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Elzbieta Pekalska, David M.J. Tax, Robert Duin. "One-Class LP Classifiers for Dissimilarity Representations" | [Home Page] | [PDF]
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Finnegan Southey, Dale Schuurmans, Ali Ghodsi. "Regularized Greedy Importance Sampling" | [Home Page] | [PDF]
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Kenneth Malmberg, René Zeelenberg, Richard Shiffrin. "Modeling Midazolam's Effect on the Hippocampus and Recognition Memory" | [Home Page] | [PDF]
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Alex Smola, S.v.n. Vishwanathan. "Fast Kernels for String and Tree Matching" | [Home Page] | [PDF]
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Peter Dayan, Angela J. Yu. "Expected and Unexpected Uncertainty: ACh and NE in the Neocortex" | [Home Page] | [PDF]
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Sepp Hochreiter, Klaus Obermayer. "Feature Selection and Classification on Matrix Data: From Large Margins to Small Covering Numbers" | [Home Page] | [PDF]
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Jaz Kandola, Nello Cristianini, John Shawe-taylor. "Learning Semantic Similarity" | [Home Page] | [PDF]
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Maneesh Sahani, Jennifer Linden. "How Linear are Auditory Cortical Responses?" | [Home Page] | [PDF]
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Joaquin Quiñonero Candela, Ole Winther. "Incremental Gaussian Processes" | [Home Page] | [PDF]
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David Barber. "Dynamic Bayesian Networks with Deterministic Latent Tables" | [Home Page] | [PDF]
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Geoffrey J. Gordon. "Generalized² Linear² Models" | [Home Page] | [PDF]
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Christian K. Machens, Michael Wehr, Anthony Zador. "Spectro-Temporal Receptive Fields of Subthreshold Responses in Auditory Cortex" | [Home Page] | [PDF]
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Neville Sanjana, Joshua Tenenbaum. "Bayesian Models of Inductive Generalization" | [Home Page] | [PDF]
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Arunava Banerjee, Alexandre Pouget. "Dynamical Constraints on Computing with Spike Timing in the Cortex" | [Home Page] | [PDF]
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Patrick Wolfe, Simon Godsill. "Bayesian Estimation of Time-Frequency Coefficients for Audio Signal Enhancement" | [Home Page] | [PDF]
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Rubén Morales-Menéndez, Nando de Freitas, David Poole. "Real-Time Monitoring of Complex Industrial Processes with Particle Filters" | [Home Page] | [PDF]
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R. Carmona, F. Jiménez-garrido, R. Dominguez-castro, S. Espejo, A. Rodriguez-vázquez. "Retinal Processing Emulation in a Programmable 2-Layer Analog Array Processor CMOS Chip" | [Home Page] | [PDF]
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Michael Tipping, Christopher Bishop. "Bayesian Image Super-Resolution" | [Home Page] | [PDF]
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Matthew Brand. "Charting a Manifold" | [Home Page] | [PDF]
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Emanuel Todorov, Michael Jordan. "A Minimal Intervention Principle for Coordinated Movement" | [Home Page] | [PDF]
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Gil-jin Jang, Te-Won Lee. "A Probabilistic Approach to Single Channel Blind Signal Separation" | [Home Page] | [PDF]
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Alex Holub, Gilles Laurent, Pietro Perona. "A Digital Antennal Lobe for Pattern Equalization: Analysis and Design" | [Home Page] | [PDF]
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Glenn Fung, Olvi Mangasarian, Jude Shavlik. "Knowledge-Based Support Vector Machine Classifiers" | [Home Page] | [PDF]
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Guy Lebanon, John Lafferty. "Conditional Models on the Ranking Poset" | [Home Page] | [PDF]
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Thomas Strohmann, Gregory Grudic. "A Formulation for Minimax Probability Machine Regression" | [Home Page] | [PDF]
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Ofer Dekel, Yoram Singer. "Multiclass Learning by Probabilistic Embeddings" | [Home Page] | [PDF]
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William W. Cohen. "Improving a Page Classifier with Anchor Extraction and Link Analysis" | [Home Page] | [PDF]
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Christopher Bishop, David Spiegelhalter, John Winn. "VIBES: A Variational Inference Engine for Bayesian Networks" | [Home Page] | [PDF]
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Theodore Perkins, Doina Precup. "A Convergent Form of Approximate Policy Iteration" | [Home Page] | [PDF]
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Bin Wu, K. Wong, David Bodoff. "Mean Field Approach to a Probabilistic Model in Information Retrieval" | [Home Page] | [PDF]
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Nicholas Roy, Geoffrey J. Gordon. "Exponential Family PCA for Belief Compression in POMDPs" | [Home Page] | [PDF]
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Amos J. Storkey. "Dynamic Structure Super-Resolution" | [Home Page] | [PDF]
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Trevor Hastie, Rob Tibshirani. "Independent Components Analysis through Product Density Estimation" | [Home Page] | [PDF]
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Peter Meinicke, Thorsten Twellmann, Helge Ritter. "Discriminative Densities from Maximum Contrast Estimation" | [Home Page] | [PDF]
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Patrik Hoyer, Aapo Hyvärinen. "Interpreting Neural Response Variability as Monte Carlo Sampling of the Posterior" | [Home Page] | [PDF]
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Guido Dornhege, Benjamin Blankertz, Gabriel Curio, Klaus-Robert Müller. "Combining Features for BCI" | [Home Page] | [PDF]
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Matthew Snover, Michael Brent. "A Probabilistic Model for Learning Concatenative Morphology" | [Home Page] | [PDF]
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Marina Sokolova, Mario Marchand, Nathalie Japkowicz, John Shawe-taylor. "The Decision List Machine" | [Home Page] | [PDF]
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B. Caputo, Gy. Dorkó. "How to Combine Color and Shape Information for 3D Object Recognition: Kernels do the Trick" | [Home Page] | [PDF]
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Duane Nykamp. "Reconstructing Stimulus-Driven Neural Networks from Spike Times" | [Home Page] | [PDF]
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Luk Chong Yeung, Brian Blais, Leon Cooper, Harel Shouval. "Selectivity and Metaplasticity in a Unified Calcium-Dependent Model" | [Home Page] | [PDF]
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David Martin, Charless Fowlkes, Jitendra Malik. "Learning to Detect Natural Image Boundaries Using Brightness and Texture" | [Home Page] | [PDF]
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Stella X. Yu, Ralph Gross, Jianbo Shi. "Concurrent Object Recognition and Segmentation by Graph Partitioning" | [Home Page] | [PDF]
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Benjamin Roy, Daniela Farias. "Approximate Linear Programming for Average-Cost Dynamic Programming" | [Home Page] | [PDF]
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Max Welling, Simon Osindero, Geoffrey E. Hinton. "Learning Sparse Topographic Representations with Products of Student-t Distributions" | [Home Page] | [PDF]
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Koby Crammer, Ran Gilad-bachrach, Amir Navot, Naftali Tishby. "Margin Analysis of the LVQ Algorithm" | [Home Page] | [PDF]
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Nuno Vasconcelos. "Feature Selection by Maximum Marginal Diversity" | [Home Page] | [PDF]
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Alon Fishbach, Bradford May. "A Neural Edge-Detection Model for Enhanced Auditory Sensitivity in Modulated Noise" | [Home Page] | [PDF]
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Luis E. Ortiz, David McAllester. "Concentration Inequalities for the Missing Mass and for Histogram Rule Error" | [Home Page] | [PDF]
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Phil Sallee, Bruno Olshausen. "Learning Sparse Multiscale Image Representations" | [Home Page] | [PDF]
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Sumio Watanabe, Shun-ichi Amari. "The Effect of Singularities in a Learning Machine when the True Parameters Do Not Lie on such Singularities" | [Home Page] | [PDF]
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Christopher K. I. Williams, Michalis Titsias. "Learning About Multiple Objects in Images: Factorial Learning without Factorial Search" | [Home Page] | [PDF]
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Eric Xing, Michael Jordan, Stuart J. Russell, Andrew Ng. "Distance Metric Learning with Application to Clustering with Side-Information" | [Home Page] | [PDF]
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Ali Rahimi, Trevor Darrell. "Location Estimation with a Differential Update Network" | [Home Page] | [PDF]
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Cheng Ong, Robert C. Williamson, Alex Smola. "Hyperkernels" | [Home Page] | [PDF]
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Thomas Griffiths, Mark Steyvers. "Prediction and Semantic Association" | [Home Page] | [PDF]
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Dmitry Pavlov, David Pennock. "A Maximum Entropy Approach to Collaborative Filtering in Dynamic, Sparse, High-Dimensional Domains" | [Home Page] | [PDF]
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Albert Parker, Tomá\v Gedeon, Alexander Dimitrov. "Annealing and the Rate Distortion Problem" | [Home Page] | [PDF]
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Max Welling, Richard Zemel, Geoffrey E. Hinton. "Self Supervised Boosting" | [Home Page] | [PDF]
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Christian Eurich. "An Estimation-Theoretic Framework for the Presentation of Multiple Stimuli" | [Home Page] | [PDF]
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Ralf Schoknecht, Artur Merke. "Convergent Combinations of Reinforcement Learning with Linear Function Approximation" | [Home Page] | [PDF]
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David Cohn. "Informed Projections" | [Home Page] | [PDF]
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Zach Solan, Eytan Ruppin, David Horn, Shimon Edelman. "Automatic Acquisition and Efficient Representation of Syntactic Structures" | [Home Page] | [PDF]
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Shinji Watanabe, Yasuhiro Minami, Atsushi Nakamura, Naonori Ueda. "Application of Variational Bayesian Approach to Speech Recognition" | [Home Page] | [PDF]
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Tom Heskes. "Stable Fixed Points of Loopy Belief Propagation Are Local Minima of the Bethe Free Energy" | [Home Page] | [PDF]
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Hanna Pasula, Bhaskara Marthi, Brian Milch, Stuart J. Russell, Ilya Shpitser. "Identity Uncertainty and Citation Matching" | [Home Page] | [PDF]
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Ralf Herbrich, Neil Lawrence, Matthias Seeger. "Fast Sparse Gaussian Process Methods: The Informative Vector Machine" | [Home Page] | [PDF]
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Leonid Taycher, John Iii, Trevor Darrell. "Recovering Articulated Model Topology from Observed Rigid Motion" | [Home Page] | [PDF]
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Anat Levin, Assaf Zomet, Yair Weiss. "Learning to Perceive Transparency from the Statistics of Natural Scenes" | [Home Page] | [PDF]
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Szabolcs Káli, Peter Dayan. "Replay, Repair and Consolidation" | [Home Page] | [PDF]
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Alexei Vinokourov, Nello Cristianini, John Shawe-Taylor. "Inferring a Semantic Representation of Text via Cross-Language Correlation Analysis" | [Home Page] | [PDF]
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Olivier Chapelle, Jason Weston, Bernhard Schölkopf. "Cluster Kernels for Semi-Supervised Learning" | [Home Page] | [PDF]
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Eric Xing, Michael Jordan, Richard Karp, Stuart J. Russell. "A Hierarchical Bayesian Markovian Model for Motifs in Biopolymer Sequences" | [Home Page] | [PDF]
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Maxim Likhachev, Sven Koenig. "Speeding up the Parti-Game Algorithm" | [Home Page] | [PDF]
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Alistair Bray, Dominique Martinez. "Kernel-Based Extraction of Slow Features: Complex Cells Learn Disparity and Translation Invariance from Natural Images" | [Home Page] | [PDF]
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Guoning Hu, Deliang Wang. "Monaural Speech Separation" | [Home Page] | [PDF]
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Fei Sha, Lawrence Saul, Daniel Lee. "Multiplicative Updates for Nonnegative Quadratic Programming in Support Vector Machines" | [Home Page] | [PDF]
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Koby Crammer, Joseph Keshet, Yoram Singer. "Kernel Design Using Boosting" | [Home Page] | [PDF]
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Corinna Cortes, Patrick Haffner, Mehryar Mohri. "Rational Kernels" | [Home Page] | [PDF]
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Matthias Franz, Javaan Chahl. "Linear Combinations of Optic Flow Vectors for Estimating Self-Motion - a Real-World Test of a Neural Model" | [Home Page] | [PDF]
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Jason Weston, Olivier Chapelle, Vladimir Vapnik, André Elisseeff, Bernhard Schölkopf. "Kernel Dependency Estimation" | [Home Page] | [PDF]
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Shih-Chii Liu, Malte Boegershausen, Pascal Suter. "Circuit Model of Short-Term Synaptic Dynamics" | [Home Page] | [PDF]
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Sepp Hochreiter, Michael C. Mozer, Klaus Obermayer. "Coulomb Classifiers: Generalizing Support Vector Machines via an Analogy to Electrostatic Systems" | [Home Page] | [PDF]
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Laurent Ghaoui, Michael Jordan, Gert Lanckriet. "Robust Novelty Detection with Single-Class MPM" | [Home Page] | [PDF]
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Matthias Bethge, David Rotermund, Klaus Pawelzik. "Binary Tuning is Optimal for Neural Rate Coding with High Temporal Resolution" | [Home Page] | [PDF]
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Martin Law, Anil Jain, Mário Figueiredo. "Feature Selection in Mixture-Based Clustering" | [Home Page] | [PDF]
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Jun Morimoto, Christopher Atkeson. "Minimax Differential Dynamic Programming: An Application to Robust Biped Walking" | [Home Page] | [PDF]
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Joshua Tenenbaum, Thomas Griffiths. "Theory-Based Causal Inference" | [Home Page] | [PDF]
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Sergey Kirshner, Igor Cadez, Padhraic Smyth, Chandrika Kamath. "Learning to Classify Galaxy Shapes Using the EM Algorithm" | [Home Page] | [PDF]
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Stan Li, Zhenqiu Zhang, Heung-yeung Shum, Hongjiang Zhang. "FloatBoost Learning for Classification" | [Home Page] | [PDF]
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Yves Grandvalet, Stéphane Canu. "Adaptive Scaling for Feature Selection in SVMs" | [Home Page] | [PDF]
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Peter Sykacek, Stephen J. Roberts. "Adaptive Classification by Variational Kalman Filtering" | [Home Page] | [PDF]
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Dörthe Malzahn, Manfred Opper. "A Statistical Mechanics Approach to Approximate Analytical Bootstrap Averages" | [Home Page] | [PDF]
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Terry Elliott, Jörg Kramer. "Developing Topography and Ocular Dominance Using Two aVLSI Vision Sensors and a Neurotrophic Model of Plasticity" | [Home Page] | [PDF]
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Agathe Girard, Carl Rasmussen, Joaquin Quiñonero Candela, Roderick Murray-Smith. "Gaussian Process Priors with Uncertain Inputs Application to Multiple-Step Ahead Time Series Forecasting" | [Home Page] | [PDF]
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Noam Slonim, Yair Weiss. "Maximum Likelihood and the Information Bottleneck" | [Home Page] | [PDF]
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Christopher Williams, John Shawe-taylor. "The Stability of Kernel Principal Components Analysis and its Relation to the Process Eigenspectrum" | [Home Page] | [PDF]
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David Hsu, Seth Bridges, Miguel Figueroa, Chris Diorio. "Adaptive Quantization and Density Estimation in Silicon" | [Home Page] | [PDF]
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Mikhail Belkin, Partha Niyogi. "Using Manifold Stucture for Partially Labeled Classification" | [Home Page] | [PDF]
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Marshall Tappen, William Freeman, Edward Adelson. "Recovering Intrinsic Images from a Single Image" | [Home Page] | [PDF]
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M.S. Bartlett, G.C. Littlewort, T.J. Sejnowski, J.R. Movellan. "A Prototype for Automatic Recognition of Spontaneous Facial Actions" | [Home Page] | [PDF]
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Martin J. Wainwright, Tommi Jaakkola, Alan Willsky. "Exact MAP Estimates by (Hyper)tree Agreement" | [Home Page] | [PDF]
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Gianluca Pollastri, Pierre Baldi, Alessandro Vullo, Paolo Frasconi. "Prediction of Protein Topologies Using Generalized IOHMMs and RNNs" | [Home Page] | [PDF]