Accelerating Model Selection with Safe Screening for L~1-Regularized L~2-SVM (English)
- New search for: Zhao, Z.
- New search for: Liu, J.
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In:
European conference on machine learning and principles and practice of knowledge discovery in databases; ECML PKDD 2014; Part III
8726
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385-400
;
2014
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ISSN:
- Conference paper / Print
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Title:Accelerating Model Selection with Safe Screening for L~1-Regularized L~2-SVM
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Contributors:
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Conference:European conference on machine learning and principles and practice of knowledge discovery in databases; ECML PKDD 2014; Part III ; 2014 ; Nancy, France
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Published in:European conference on machine learning and principles and practice of knowledge discovery in databases; ECML PKDD 2014; Part III , 8726 ; 385-400LECTURE NOTES IN COMPUTER SCIENCE , 8726 ; 385-400
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Publisher:
- New search for: Springer
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Place of publication:Heidelberg
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Publication date:2014-01-01
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Size:16 pages
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Remarks:Includes bibliographical references and index. Also issued online. Part 3 of 3, see NUMB 8724/8725 for Parts I & II
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ISBN:
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ISSN:
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Type of media:Conference paper
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Type of material:Print
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Language:English
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Keywords:
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Source:
© Metadata Copyright the British Library Board and other contributors. All rights reserved.
Table of contents conference proceedings
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
- 1
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Classifying a Stream of Infinite Concepts: A Bayesian Non-parametric ApproachHosseini, S.A. / Rabiee, H.R. / Hafez, H. / Soltani-Farani, A. et al. | 2014
- 1
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Robust Distributed Training of Linear Classifiers Based on Divergence Minimization PrincipleKomiyama, J. / Oiwa, H. / Nakagawa, H. et al. | 2014
- 1
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FLIP: Active Learning for Relational Network ClassificationSaha, T. / Rangwala, H. / Domeniconi, C. et al. | 2014
- 17
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Fast Nearest Neighbor Search on Large Time-Evolving GraphsAkoglu, L. / Khandekar, R. / Kumar, V. / Parthasarathy, S. / Rajan, D. / Wu, K.-L. et al. | 2014
- 18
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Reliability Maps: A Tool to Enhance Probability Estimates and Improve Classification AccuracyKull, M. / Flach, P.A. et al. | 2014
- 19
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Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-DensitySasaki, H. / Hyvarinen, A. / Sugiyama, M. et al. | 2014
- 34
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Causal Clustering for 2-Factor Measurement ModelsKummerfeld, E. / Ramsey, J. / Yang, R. / Spirtes, P. / Scheines, R. et al. | 2014
- 34
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Deconstructing Kernel MachinesAli, M. / Rushdi, M. / Ho, J. et al. | 2014
- 35
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Local Policy Search in a Convex Space and Conservative Policy Iteration as Boosted Policy SearchScherrer, B. / Geist, M. et al. | 2014
- 50
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Support Vector Machines for Differential PredictionKuusisto, F. / Costa, V.S. / Nassif, H. / Burnside, E. / Page, D. / Shavlik, J. et al. | 2014
- 50
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Beyond Blocks: Hyperbolic Community DetectionAraujo, M. / Gunnemann, S. / Mateos, G. / Faloutsos, C. et al. | 2014
- 51
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Code You Are Happy to Paste: An Algorithmic Dictionary of Exponential FamiliesSchwander, O. et al. | 2014
- 66
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Fast LSTD Using Stochastic Approximation: Finite Time Analysis and Application to Traffic ControlPrashanth, L.A. / Korda, N. / Munos, R. et al. | 2014
- 66
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Concurrent Bandits and Cognitive Radio NetworksAvner, O. / Mannor, S. et al. | 2014
- 66
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Statistical Hypothesis Testing in Positive Unlabelled DataSechidis, K. / Calvo, B. / Brown, G. et al. | 2014
- 82
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Students, Teachers, Exams and MOOCs: Predicting and Optimizing Attainment in Web-Based Education Using a Probabilistic Graphical ModelShalem, B. / Bachrach, Y. / Guiver, J. / Bishop, C.M. et al. | 2014
- 82
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Mining Top-K Largest Tiles in a Data StreamLam, H.T. / Pei, W. / Prado, A. / Jeudy, B. / Fromont, E. et al. | 2014
- 82
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Kernel Principal Geodesic AnalysisAwate, S.P. / Yu, Y.-Y. / Whitaker, R.T. et al. | 2014
- 98
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Ranked TilingLe Van, T. / van Leeuwen, M. / Nijssen, S. / Fierro, A.C. / Marchal, K. / De Raedt, L. et al. | 2014
- 98
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Gaussian Process Multi-task Learning Using Joint Feature SelectionSrijith, P.K. / Shevade, S. et al. | 2014
- 99
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Attributed Graph Kernels Using the Jensen-Tsallis q-DifferencesBai, L. / Rossi, L. / Bunke, H. / Hancock, E.R. et al. | 2014
- 114
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Separating Rule Refinement and Rule Selection Heuristics in Inductive Rule LearningStecher, J. / Janssen, F. / Furnkranz, J. et al. | 2014
- 114
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Fast Estimation of the Pattern Frequency Spectrumvan Leeuwen, M. / Ukkonen, A. et al. | 2014
- 115
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Sub-sampling for Multi-armed BanditsBaransi, A. / Maillard, O.-A. / Mannor, S. et al. | 2014
- 130
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Recurrent Greedy Parsing with Neural NetworksLegrand, J. / Collobert, R. et al. | 2014
- 130
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Scalable Information Flow Mining in NetworksSubbian, K. / Sridhar, C. / Aggarwal, C.C. / Srivastava, J. et al. | 2014
- 132
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Knowledge-Powered Deep Learning for Word EmbeddingBian, J. / Gao, B. / Liu, T.-Y. et al. | 2014
- 145
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FILTA: Better View Discovery from Collections of Clusterings via FilteringLei, Y. / Vinh, N.X. / Chan, J. / Bailey, J. et al. | 2014
- 147
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Link Prediction in Multi-modal Social NetworksSymeonidis, P. / Perentis, C. et al. | 2014
- 149
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Density-Based Subspace Clustering in Heterogeneous NetworksBoden, B. / Ester, M. / Seidl, T. et al. | 2014
- 161
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Nonparametric Markovian Learning of Triggering Kernels for Mutually Exciting and Mutually Inhibiting Multivariate Hawkes ProcessesLemonnier, R. / Vayatis, N. et al. | 2014
- 163
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Faster Way to Agony: Discovering Hierarchies in Directed GraphsTatti, N. et al. | 2014
- 165
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Open Question Answering with Weakly Supervised Embedding ModelsBordes, A. / Weston, J. / Usunier, N. et al. | 2014
- 177
-
Learning Binary Codes with Bagging PCALeng, C. / Cheng, J. / Yuan, T. / Bai, X. / Lu, H. et al. | 2014
- 179
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Speeding Up Recovery from Concept Driftsde Carvalho Santos, S.G.T. / Junior, P.M.G. / dos Santos Silva, G.D. / de Barros, R.S.M. et al. | 2014
- 181
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Towards Automatic Feature Construction for Supervised ClassificationBoulle, M. et al. | 2014
- 193
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Conic Multi-task ClassificationLi, C. / Georgiopoulos, M. / Anagnostopoulos, G.C. et al. | 2014
- 195
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Training Restricted Boltzmann Machines with Overlapping PartitionsTosun, H. / Sheppard, J.W. et al. | 2014
- 197
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Consistency of Losses for Learning from Weak LabelsCid-Sueiro, J. / Garcia-Garcia, D. / Santos-Rodriguez, R. et al. | 2014
- 209
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Bi-directional Representation Learning for Multi-label ClassificationLi, X. / Guo, Y. et al. | 2014
- 209
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Integer Bayesian Network ClassifiersTschiatschek, S. / Paul, K. / Pernkopf, F. et al. | 2014
- 211
-
Active Learning for Support Vector Machines with Maximum Model ChangeCai, W. / Zhang, Y. / Zhou, S. / Wang, W. / Ding, C. / Gu, X. et al. | 2014
- 225
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Multi-target Regression via Random Linear Target CombinationsTsoumakas, G. / Spyromitros-Xioufis, E. / Vrekou, A. / Vlahavas, I. et al. | 2014
- 225
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Optimal Thresholding of Classifiers to Maximize F1 MeasureLipton, Z.C. / Elkan, C. / Naryanaswamy, B. et al. | 2014
- 227
-
Anomaly Detection with Score Functions Based on the Reconstruction Error of the Kernel PCAChapel, L. / Friguet, C. et al. | 2014
- 240
-
Randomized Operating Point Selection in Adversarial ClassificationLisy, V. / Kessl, R. / Pevny, T. et al. | 2014
- 241
-
Ratio-Based Multiple Kernel ClusteringTzortzis, G. / Likas, A. et al. | 2014
- 242
-
Fast Gaussian Pairwise Constrained Spectral ClusteringChatel, D. / Denis, P. / Tommasi, M. et al. | 2014
- 256
-
Hierarchical Latent Tree Analysis for Topic DetectionLiu, T. / Zhang, N.L. / Chen, P. et al. | 2014
- 258
-
Evidence-Based Clustering for Scalable Inference in Markov LogicVenugopal, D. / Gogate, V. et al. | 2014
- 258
-
A Generative Bayesian Model for Item and User Recommendation in Social Rating Networks with Trust RelationshipsCosta, G. / Manco, G. / Ortale, R. et al. | 2014
- 273
-
Bayesian Models for Structured Sparse Estimation via Set Cover PriorLiu, X. / Zhang, X. / Caetano, T. et al. | 2014
- 274
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On Learning Matrices with Orthogonal Columns or Disjoint SupportsVervier, K. / Mahe, P. / D Aspremont, A. / Veyrieras, J.-B. / Vert, J.-P. et al. | 2014
- 274
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Domain Adaptation with Regularized Optimal TransportCourty, N. / Flamary, R. / Tuia, D. et al. | 2014
- 290
-
Discriminative Subnetworks with Regularized Spectral Learning for Global-State Network DataDang, X.H. / Singh, A.K. / Bogdanov, P. / You, H. / Hsu, B. et al. | 2014
- 290
-
Scalable Moment-Based Inference for Latent Dirichlet AllocationWang, C. / Liu, X. / Song, Y. / Han, J. et al. | 2014
- 290
-
Preventing Over-Fitting of Cross-Validation with Kernel StabilityLiu, Y. / Liao, S. et al. | 2014
- 306
-
Experimental Design in Dynamical System Identification: A Bandit-Based Active Learning ApproachLlamosi, A. / Mezine, A. / d Alche-Buc, F. / Letort, V. / Sebag, M. et al. | 2014
- 306
-
Unsupervised Feature Selection via Unified Trace Ratio Formulation and K-means Clustering (TRACK)Wang, D. / Nie, F. / Huang, H. et al. | 2014
- 307
-
Infinitely Many-Armed Bandits with Unknown Value DistributionDavid, Y. / Shimkin, N. et al. | 2014
- 322
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On the Equivalence between Deep NADE and Generative Stochastic NetworksYao, L. / Ozair, S. / Cho, K. / Bengio, Y. et al. | 2014
- 322
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On the Null Distribution of the Precisison and Recall CurveLopes, M. / Bontempi, G. et al. | 2014
- 323
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Cautious Ordinal Classification by Binary DecompositionDestercke, S. / Yang, G. et al. | 2014
- 337
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Scalable Nonnegative Matrix Factorization with Block-wise UpdatesYin, J. / Gao, L. / Zhang, Z. et al. | 2014
- 338
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Linear State-Space Model with Time-Varying DynamicsLuttinen, J. / Raiko, T. / Ilin, A. et al. | 2014
- 338
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Error-Bounded Approximations for Infinite-Horizon Discounted Decentralized POMDPsDibangoye, J.S. / Buffet, O. / Charpillet, F. et al. | 2014
- 353
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Convergence of Min-Sum-Min Message-Passing for Quadratic OptimizationZhang, G. / Heusdens, R. et al. | 2014
- 354
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Approximate Consistency: Towards Foundations of Approximate Kernel SelectionDing, L. / Liao, S. et al. | 2014
- 354
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An Online Policy Gradient Algorithm for Markov Decision Processes with Continuous States and ActionsMa, Y. / Zhao, T. / Hatano, K. / Sugiyama, M. et al. | 2014
- 369
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Clustering Image Search Results by Entity DisambiguationZhao, K. / Cai, Z. / Sui, Q. / Wei, E. / Zhu, K.Q. et al. | 2014
- 370
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Nowcasting with Numerous Candidate PredictorsDuncan, B. / Elkan, C. et al. | 2014
- 370
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GMRF Estimation under Topological and Spectral ConstraintsMartin, V. / Furtlehner, C. / Han, Y. / Lasgouttes, J.-M. et al. | 2014
- 385
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Accelerating Model Selection with Safe Screening for L~1-Regularized L~2-SVMZhao, Z. / Liu, J. / Cox, J. et al. | 2014
- 386
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Rate-Constrained Ranking and the Rate-Weighted AUCMillard, L.A.C. / Flach, P.A. / Higgins, J.P.T. et al. | 2014
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Revisit Behavior in Social Media: The Phoenix-R Model and DiscoveriesFigueiredo, F. / Almeida, J.M. / Matsubara, Y. / Ribeiro, B. / Faloutsos, C. et al. | 2014
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Kernel Alignment Inspired Linear Discriminant AnalysisZheng, S. / Ding, C. et al. | 2014
- 402
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FASOLE: Fast Algorithm for Structured Output LEarningFranc, V. et al. | 2014
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Rate-Oriented Point-Wise Confidence Bounds for ROC CurvesMillard, L.A.C. / Kull, M. / Flach, P.A. et al. | 2014
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Transfer Learning with Multiple Sources via Consensus Regularized AutoencodersZhuang, F. / Cheng, X. / Pan, S.J. / Yu, W. / He, Q. / Shi, Z. et al. | 2014
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Neutralized Empirical Risk Minimization with Generalization Neutrality BoundFukuchi, K. / Sakuma, J. et al. | 2014
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A Fast Method of Statistical Assessment for Combinatorial Hypotheses Based on Frequent Itemset EnumerationMinato, S.-i. / Uno, T. / Tsuda, K. / Terada, A. / Sese, J. et al. | 2014
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Branty: A Social Media Ranking Tool for BrandsArvanitidis, A. / Serafi, A. / Vakali, A. / Tsoumakas, G. et al. | 2014
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Effective Blending of Two and Three-way Interactions for Modeling Multi-relational DataGarcia-Duran, A. / Bordes, A. / Usunier, N. et al. | 2014
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MinUS: Mining User Similarity with Trajectory PatternsChen, X. / Kordy, P. / Lu, R. / Pang, J. et al. | 2014
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Large-Scale Multi-label Text Classification - Revisiting Neural NetworksNam, J. / Kim, J. / Mencia, E.L. / Gurevych, I. / Furnkranz, J. et al. | 2014
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KnowNow: A Serendipity-Based Educational Tool for Learning Time-Linked KnowledgeDi Caro, L. / Robaldo, L. / Bersia, N. et al. | 2014
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Khiops CoViz: A Tool for Visual Exploratory Analysis of k-Coclustering ResultsGuerraz, B. / Boulle, M. / Gay, D. / Clerot, F. et al. | 2014
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PYTHIA: Employing Lexical and Semantic Features for Sentiment AnalysisKatakis, I.M. / Varlamis, I. / Tsatsaronis, G. et al. | 2014
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Automatic Design of Neuromarkers for OCD CharacterizationHinde, O.G. / Parrado-Hernandez, E. / Gomez-Verdejo, V. / Martinez-Ramon, M. / Soriano-Mas, C. et al. | 2014
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Spa: A Web-Based Viewer for Text Mining in Evidence Based MedicineKuiper, J. / Marshall, I.J. / Wallace, B.C. / Swertz, M.A. et al. | 2014
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Distinct Chains for Different Instances: An Effective Strategy for Multi-label Classifier Chainsda Silva, P.N. / Goncalves, E.C. / Plastino, A. / Freitas, A.A. et al. | 2014
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Propositionalization OnlineLavrac, N. / Perovsek, M. / Vavpetic, A. et al. | 2014
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Interactive Medical Miner: Interactively Exploring Subpopulations in Epidemiological DatasetsNiemann, U. / Spiliopoulou, M. / Volzke, H. / Kuhn, J.-P. et al. | 2014
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WebDR: A Web Workbench for Data ReductionOugiaroglou, S. / Evangelidis, G. et al. | 2014
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Importance Weighted Inductive Transfer Learning for RegressionGarcke, J. / Vanck, T. et al. | 2014
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GrammarViz 2.0: A Tool for Grammar-Based Pattern Discovery in Time SeriesSenin, P. / Lin, J. / Wang, X. / Oates, T. / Gandhi, S. / Boedihardjo, A.P. / Chen, C. / Frankenstein, S. / Lerner, M. et al. | 2014
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A Unified Framework for Probabilistic Component AnalysisNicolaou, M.A. / Zafeiriou, S. / Pantic, M. et al. | 2014
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Insight4News: Connecting News to Relevant Social ConversationsShi, B. / Ifrim, G. / Hurley, N. et al. | 2014
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BestTime: Finding Representatives in Time Series DatasetsSpiegel, S. / Schultz, D. / Albayrak, S. et al. | 2014
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BMaD - A Boolean Matrix Decomposition FrameworkTyukin, A. / Kramer, S. / Wicker, J. et al. | 2014
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Policy Search for Path Integral ControlGomez, V. / Kappen, H.J. / Peters, J. / Neumann, G. et al. | 2014
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Flexible Shift-Invariant Locality and Globality Preserving ProjectionsNie, F. / Cai, X. / Huang, H. et al. | 2014
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Analyzing and Grounding Social Interaction in Online and Offline NetworksAtzmueller, M. et al. | 2014
- 489
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Be Certain of How-to before Mining Uncertain dataGullo, F. / Ponti, G. / Tagarelli, A. et al. | 2014
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Active Learning Is Planning: Nonmyopic epsilon -Bayes-Optimal Active Learning of Gaussian ProcessesHoang, T.N. / Low, K.H. / Jaillet, P. / Kankanhalli, M. et al. | 2014
- 498
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How Many Topics? Stability Analysis for Topic ModelsGreene, D. / O Callaghan, D. / Cunningham, P. et al. | 2014
- 499
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Generalized Online Sparse Gaussian Processes with Application to Persistent Mobile Robot LocalizationLow, K.H. / Xu, N. / Chen, J. / Lim, K.K. / Ozgul, E.B. et al. | 2014
- 501
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Interactive Knowledge-Based Kernel PCAOglic, D. / Paurat, D. / Gartner, T. et al. | 2014
- 504
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Distributional Clauses Particle FilterNitti, D. / De Laet, T. / De Raedt, L. et al. | 2014
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Network Reconstruction for the Identification of miRNA:mRNA Interaction NetworksPio, G. / Ceci, M. / D Elia, D. / Malerba, D. et al. | 2014
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Machine Learning Approaches for MetagenomicsRangwala, H. / Charuvaka, A. / Rasheed, Z. et al. | 2014
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Joint Prediction of Topics in a URL HierarchyGrosshans, M. / Sawade, C. / Scheffer, T. / Landwehr, N. et al. | 2014
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Sampling-Based Data Mining Algorithms: Modern Techniques and Case StudiesRiondato, M. et al. | 2014
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A Two-Step Learning Approach for Solving Full and Almost Full Cold Start Problems in Dyadic PredictionPahikkala, T. / Stock, M. / Airola, A. / Aittokallio, T. / De Baets, B. / Waegeman, W. et al. | 2014
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Heterogeneous Stream Processing and Crowdsourcing for Traffic Monitoring: HighlightsSchnitzler, F. / Artikis, A. / Weidlich, M. / Boutsis, I. / Liebig, T. / Piatkowski, N. / Bockermann, C. / Morik, K. / Kalogeraki, V. / Marecek, J. et al. | 2014
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Agents Teaching Agents in Reinforcement Learning (Nectar Abstract)Taylor, M.E. / Torrey, L. et al. | 2014
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Learned-Norm Pooling for Deep Feedforward and Recurrent Neural NetworksGulcehre, C. / Cho, K. / Pascanu, R. / Bengio, Y. et al. | 2014
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Deterministic Feature Selection for Regularized Least Squares ClassificationPaul, S. / Drineas, P. et al. | 2014
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Combination of One-Class Support Vector Machines for Classification with Reject OptionHanczar, B. / Sebag, M. et al. | 2014
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Boosted Bellman Residual Minimization Handling Expert DemonstrationsPiot, B. / Geist, M. / Pietquin, O. et al. | 2014
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Relative Comparison Kernel Learning with Auxiliary KernelsHeim, E. / Valizadegan, H. / Hauskrecht, M. et al. | 2014
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Semi-Supervised Learning Using an Unsupervised AtlasPitelis, N. / Russell, C. / Agapito, L. et al. | 2014
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Transductive Minimax Probability MachineHuang, G. / Song, S. / Xu, Z. / Weinberger, K. et al. | 2014
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A Lossless Data Reduction for Mining Constrained Patterns in n-ary RelationsPoesia, G. / Cerf, L. et al. | 2014
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Covariate-Correlated Lasso for Feature SelectionJiang, B. / Ding, C. / Luo, B. et al. | 2014
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Interestingness-Driven Diffusion Process Summarization in Dynamic NetworksQu, Q. / Liu, S. / Jensen, C.S. / Zhu, F. / Faloutsos, C. et al. | 2014
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Random Forests with Random Projections of the Output Space for High Dimensional Multi-label ClassificationJoly, A. / Geurts, P. / Wehenkel, L. et al. | 2014
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Neural Gaussian Conditional Random FieldsRandosavljevic, V. / Vucetic, S. / Obradovic, Z. et al. | 2014
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Communication-Efficient Distributed Online Prediction by Dynamic Model SynchronizationKamp, M. / Boley, M. / Keren, D. / Schuster, A. / Sharfman, I. et al. | 2014
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Cutset Networks: A Simple, Tractable, and Scalable Approach for Improving the Accuracy of Chow-Liu TreesRahman, T. / Kothalkar, P. / Gogate, V. et al. | 2014
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Hetero-Labeled LDA: A Partially Supervised Topic Model with Heterogeneous LabelsKang, D. / Park, Y. / Chari, S.N. et al. | 2014
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Boosted Mean Shift ClusteringRen, Y. / Kamath, U. / Domeniconi, C. / Zhang, G. et al. | 2014
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Bayesian Multi-view Tensor FactorizationKhan, S.A. / Kaski, S. et al. | 2014
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Hypernode Graphs for Spectral Learning on Binary Relations over SetsRicatte, T. / Gilleron, R. / Tommasi, M. et al. | 2014
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Conditional Log-Linear Models for Mobile Application Usage PredictionKim, J. / Mielikainen, T. et al. | 2014
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Discovering Dynamic Communities in Interaction NetworksRozenshtein, P. / Tatti, N. / Gionis, A. et al. | 2014
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Pushing-Down Tensor Decompositions over Unions to Promote Reuse of Materialized DecompositionsKim, M. / Candan, K.S. et al. | 2014
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Anti-discrimination Analysis Using Privacy Attack StrategiesRuggieri, S. / Hajian, S. / Kamiran, F. / Zhang, X. et al. | 2014