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References.bib
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References.bib
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@article{Aggarwal,
author = "Charu Aggarwal and Alexander Hinneburg and Daniel Keim",
title = "On the Surprising Behavior of Distance Metrics in High Dimensional Space"
}
@article{Andersen,
author = "Bin Fan and David Andersen and Michael Kamisnku and Michael Mitzenmacher",
title = "Cuckoo Filter: Practically Better Than Bloom",
}
@online{Arthur,
author = "David Arthur and Sergei Vassilvitskii",
title = "The Advantages of Careful Seeding"
}
@article{Achlioptas,
author = "Dimitris Achlioptas",
title = "Database friendly random projections Johnson-Lindestrauss with Binary Coins"
}
@article{Alon,
author = "Noga Alon and Yossi Matias and Mario Szegedy",
title = "The space complexity of approximating the frequency moments"
}
@article{Andoni,
author = "Alexandr Andoni and Piotr Indyk and Thijs Laarhoven and Ilya Razenshteyn",
title = "Beyond Locality Sensitive Hashing"
}
@article{Andoni2,
author = "Alexandr Andoni and Piotr Indyk and Thijs Laarhoven and Ilya Razenshteyn",
title = "Practical and Optimal LSH for Angular Distance"
}
@article{Attenberg,
author = "Joshua Attenberg and Killian Weinberger",
title = "Collaborative Email Spam Filtering with the Hashing Trick"
}
@Article{Babenko,
author="Artem Babenko and Victor Lempitsky",
title="The Inverted Multi Index"
}
@Article{Bahmani,
author="Bahman Bahmani and Benjamin Mosley and Andrea Vattani and Ravi Kumar and Sergei Vassilvistkii",
title="Scalable Kmeans plus plus"
}
@Article{Banko,
author="Michele Banko and Eric Brill",
year=2001,
title="Scaling to Very Very Large Corpora forNatural Language Disambiguation"
}
@article{Bawa,
author="Mayank Bawa and Tyson Condie and Prasanna Ganesan",
title="LSH Forest Self Tuning Indexes for Similarity Search"
}
@article{Belazzougui,
author="Djamal Belazzougui and Fabiano Botelho and Martin Dietzfelbinger",
title="Hash Displace and Compress"
}
@article{Belkin,
author="Mikhail Belkin and Partha Niyogi",
title="Laplacian Eigenmaps for Dimensionality Reduction and Data Representation"
}
@article{Beyer,
author="Beyer K. and Goldstein J. and Ramakrishnan R. and Shaft U",
title="When is Nearest Neighbors Meaningful?"
}
@article{BotelhoPaghZiviani,
author="Fabiano Botelho and Rasmus Pagh and Nivio Ziviani",
title="Simple and Space Efficient Minimal Perfect Hash Functions"
}
@article{BottouBengio,
author="Leon Bottoul and and Yoshua Bengio",
title="Convergence Properties of the K-Means Algorithms"
}
@article{BurrowsWheeler,
author="M. Burrows and David J Wheeler",
title="A block-sorting lossless data compression algorithm"
}
@article{CampelloMoulaviSander,
author="Ricardo J. G. B. Campello and Davoud Moulavi and Joerg Sander",
title="Density Based Clustering Based on Hierarchical Density Estimates"
}
@article{Carlson,
author="Gunnar Carlson",
title="Topology and Data"
}
@article{Charalampos,
author="Charalampos and Tsourakakis",
title="Fast Counting of Triangles in Large Real Networks"
}
@article{Charikar,
author="M Charikar",
title="Similarity Estimation Techniques from Rounding Algorithms"
}
@article{Chazelle,
author="Bernard Chazelle and Nor Ailon",
title="Approximate Nearest Neighbors and the Fast Johnson-Lindenstrauss Transform"
}
@article{ChenGuestrin,
author="Tianqi Chen and Carlos Guestin",
title="XGBoost: A Scalable Tree Boosting System"
}
@article{ClausetNewmanMoore,
author="Aaron Clauset and M. E. J. Newman and Cristopher Moore",
title="Finding community structure in very large networks"
}
@article{ClearlyWitten,
author="Cleary and J. and Witten I.",
title="Data Compression Using Adaptive Coding and Partial String Matching",
}
@article{CormackHorspool,
author="Gordon Cormack and Nigel Horspool",
title="Data Compression using Dynamic Markov Modelling"
}
@article{Dasgupta,
author="Sanjoy Dasgupta and Anupam Gupta",
title="An elementary proof of the Johnson-Lindenstrauss Lemma"
}
@article{DatarGionisIndykMotwani,
author="M. Datar and A Gionis and P Indyk and R. Motwani",
title="Maintaining stream statistics over sliding windows"
}
@article{Dean,
author="Jeffrey Dean and Sanjay Ghemawat",
title="MapReduce: Simplified Data Processing on Large Clusters"
}
@article{Dhillon,
author="Inderjit S Dhillon",
title="Co-clustering documents and words using bipartite spectral graph partitioning"
}
@article{Dietzfelbinger,
author="M. Dietzfelbinger and A. Karlin and K. Mehlhorn and F. Meyer auf der Heide and H. Rohnert and R. E. Tarjan",
title="Dynamic perfect hashing upper and lower bounds"
}
@article{Dimitropoulos,
author="Xenofontas Dimitropoulos and Marc Stoecklin and Paul Hurley and Andreas Kind",
title="The Eternal Sunshine of the Sketch Data Structure"
}
@article{Dong,
author="Wei Dong and Moses Charikar and Kai Li. (2011)",
title="Efficient K-Nearest Neighbor Graph Construction for Generic Similarity Measures"
}
@Article{Eldridge,
author="Justin Eldridge and Mikhail Belkin",
title="Beyond Hartigan Consistency Merge Distortion Metric for Hierarchical Clustering"
}
@article{FlajoletMartin,
author="Philippe Flajolet and Nigel Martin",
title="Probabilistic Counting Algorithms for Data Base Applications"
}
@article{Flajolet,
author="Philippe Flajolet and Eric Fusy and Olivier Gandouet and Frederic Meunier",
title="The analysis of a near-optimal cardinality estimation algorithm"
}
@article{FredmanKomlosSzemeredi,
author="Michael Fredman and Janos Komlos and Endre Szemeredi",
title="Storing a Sparse Table with O(1) Worst Case Access Time"
}
@article{GoodMontjoyeClauset,
author="Good and Montjoye and Aaron Clauset",
title="The performance of modularity maximization in practical contexts"
}
@article{Gou,
author="Janping Gou and Lan Du and Yuhong Zhang and Taisong Xiong. (2012)",
title="A New Distance-weighted k-nearest Neighbor Classifier"
}
@article{Grumwald,
author="Peter Grumwald",
title="A Tutorial Introduction to the Minimum Description Length Principle"
}
@article{GuhaRastogiShim,
author="Guha and Sudipto and Rastogi and Rajeev and Shim and Kyuseok",
title="CURE An Efficient Clustering Algorithm for Large Databases"
}
@article{Hajebi,
author="Kiana Hajebi and Yasin Abbasi-Yadkori and Hossein Shahbazi and Hong Zhang",
title="Fast Approximate Nearest-Neighbor Search with k-Nearest Neighbor Graph"
}
@article{Houle,
author="Michael E. Houle and Hans-Peter Kriegel and Peer Kroger and Erich Schubert and Arthur Zimek",
title="Can Shared-Neighbor Distances Defeat the Curse of Dimensionality?"
}
@article{IndykMotwani,
author="Piotr Indyk and Rajeev Motwani and Aristides Gionis",
title="Similarity Search in High Dimensions vis Hashing"
}
@article{IndykAndoni,
author="Piotr Indyk and Alexandr Andoni",
title="Near Optimal Hashing Algorithms for Approximate Nearest Neigbor in High Dimensions"
}
@article{KalantidisAvrithis,
author="Yannis Kalantidis and Yannis Avrithis",
title="Locally Optimized Product Quantization for Approximate Nearest Neighbor Search"
}
@article{KangMeederFaloutsos,
author="U Kang and Brendan Meeder and Christos Faloutsos",
title="Spectral Analysis for Billion Scale Graphs Discoveries and Implementation"
}
@article{Karger,
author="David Karger and Eric Lehman and Tom Leighton and Matthew Levine and Daniel Lewin and Rina Panigrahy",
title="Consistent Hashing and Random Trees:Distributed Caching Protocols for Relieving Hot Spots on the World Wide Web"
}
@article{Kennedy,
author="Cristopher Kennedy and Rachel Ward",
title="Fast Cross Polytope LSH"
}
@article{Kleinberg,
author="Jon Kleinberg",
title="Authoritative sources in a hyperlinked environment"
}
@article{KnolldeFreitas,
author="Byron Knoll and Nando de Freitas",
title="A Machine Learning Perspective on Predictive Coding with PAQ"
}
@article{Koren,
author="Yehuda Koren",
title="Factorization Meets the Neighborhood"
}
@article{Lemire,
author="D. Lemire and G. Ssi-Yan-Kai and O. Kaser",
title="Consistently faster and smaller compressed bitmaps with Roaring"
}
@article{LempelZivC,
author="Lempel and A. and Ziv and J",
title="On the complexity of finite sequences"
}
@article{Leskovec,
author="J Yang and Jure Leskovec",
title="Overlapping Community Detection at Scale A Nonnegative Matrix Factorization Approach"
}
@article{Louvain,
author="Vincent D Blondel and Jean-Loup Guillaume and Renaud Lambiotte and Etienne Lefebvre",
title="Fast unfolding of communities in large networks"
}
@article{MuthukrishnanCormode,
author="S. Muthukrishnan and Graham Cormode",
title="The Count-Min Sketch and its Applications"
}
@article{PageBrin,
author="Larry Page and Sergey Brin",
title="The PageRank Citation Ranking Bringing Order to the Web"
}
@article{ParkLeckie,
author="Laurence A F Park and Christopher A Leckie and Kotagiri Ramamohanarao and James C Bezdek",
title="Adapting spectral coclustering to documents and terms using latent semantic analysis"
}
@article{Rendle,
author="Steffen Rendle",
title="Factorization Machines"
}
@article{Rendle2,
author="Steffen Rendle",
title="Factorization Machines with LibFM"
}
@article{Rissanen,
author="Rissanen and J",
title="Modeling by the shortest data description"
}
@article{RosvallBergstrom,
author="Martin Rosvall and Carl T Bergstrom",
title="Maps of random walks on complex networks reveal community structure"
}
@article{Pagh,
author="Rasmus Pagh",
title="Hash and Displace Efficient Evaluation of Minimal Perfect Hash Functions"
}
@article{PaghRodler,
author="Rasmus Pagh and Flemming Rodler",
title="Cuckoo Hashing"
}
@article{Shannon,
author="Shannon Claude",
title="A Mathematical Theory of Communication"
}
@article{Shi,
author="Qinfeng Shi and James Petterson and John Langford and Alex Smola and Alex Strehl and Gideon Dror and Vishy Vishwanathan",
title="Hash Kernels"
}
@article{Shi2,
author="Qinfeng Shi and James Petterson and John Langford and Alex Smola and Alex Strehl and Gideon Dror and Vishy Vishwanathan",
title="Hash Kernels for Structured Data"
}
@article{SinghMemoliCarlson,
author="Gruheet Singh and Facundo Memoli and Gunnar Carlson",
title="Topological Methods for the Analysis of High Dimensional Data Sets and 3D Object Recognition"
}
@article{SwamidassBaldi,
author="S Joshua Swamidass and Pierre Baldi",
title="Bounds and algorithms for fast exact searches of chemical fingerprints in linear and sublinear time"
}
@article{Ugander,
author="Johan Ugander and Brian Karrer and Lars Backstrom and Cameron Marlow",
title="The Anatomy of the Facebook Social Graph"
}
@article{Valiant,
author="Leslie Valiant",
title="A Theory of the Learnable"
}
@article{vanDerMaatenHinton,
author="Laurens van der Maaten and Geoffrey Hinton",
title="Visualizing Data using t-SNE"
}
@article{vanDerMaaten,
author="Laurens van der Maaten",
title="Learning a Parametric Embedding by Preserving Local Structure"
}
@article{Vitanyi,
author="Rudi Cilibrasi and Paul M.B. Vitanyi",
title="Clustering by Compression"
}
@article{Ward,
author="J.H Ward Jr",
title="Hierarchical Grouping to Optimize an Objective Function"
}
@article{Weinberger,
author="Killian Weinberger and Anirban Dasgupta and John Langford and Alex Smola and Josh Attenberg",
title="Feature Hashing for Large Scale Multitask Learning"
}
@article{WeissNgJordan,
author="Yair Weiss and Andrew Ng and Michael Jordan",
title="On Spectral Clustering Analysis and Algorithm"
}
@article{Wickham,
author="Hadley Wickham. (2004)",
title="Tidy Data"
}
@article{WittenBell,
author="I.H. Witten and T.C. Bell",
title="The zero-frequency problem: estimating the probabilities of novel events in adaptive text compression"
}
@article{Wolpert,
author="D.H. Wolpert and W.G. Macready",
title="No Free Lunch Theorems for Optimization"
}
@article{YanHuangJordan,
author="Donghui Yan and Lin Huang and Michael Jordan",
title="Fast Approximate Spectral Clustering"
}
@article{Zhang,
author="Jing Zhang and Jie Tang and Cong Ma and Hanghang Tong and Yu Jing and Juanzi Li",
title="Panther Fast Top K Similarity Search in Large Networks"
}
@article{ZhouLiAndersenSmola,
author="Li Zhou and Mu Li and David Andersen and Alexander Smola",
title="Cuckoo Linear Algebra"
}