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d2l.bib
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@InProceedings{ Abadi.Barham.Chen.ea.2016,
title = {Tensor{F}low: A system for large-scale machine learning},
author = {Abadi, Mart{\'\i}n and Barham, Paul and Chen, Jianmin and
Chen, Zhifeng and Davis, Andy and Dean, Jeffrey and Devin,
Matthieu and Ghemawat, Sanjay and Irving, Geoffrey and
Isard, Michael and et al.},
booktitle = {12th {USENIX} {S}ymposium on {O}perating {S}ystems {D}esign
and {I}mplementation ({OSDI} 16)},
pages = {265--283},
year = {2016}
}
@Article{ Abdel-Hamid.Mohamed.Jiang.ea.2014,
title = {Convolutional neural networks for speech recognition},
author = {Abdel-Hamid, Ossama and Mohamed, Abdel-Rahman and Jiang,
Hui and Deng, Li and Penn, Gerald and Yu, Dong},
journal = {IEEE/{ACM} {T}ransactions on {A}udio, {S}peech, and {L}anguage
Processing},
volume = {22},
number = {10},
pages = {1533--1545},
year = {2014},
publisher = {IEEE}
}
@InProceedings{ Ahmed.Aly.Gonzalez.ea.2012,
title = {Scalable inference in latent variable models},
author = {Ahmed, Amr and Aly, Moahmed and Gonzalez, Joseph and
Narayanamurthy, Shravan and Smola, Alexander J},
booktitle = {Proceedings of the {F}ifth {ACM} {I}nternational {C}onference on
{W}eb {S}earch and {D}ata {M}ining},
pages = {123--132},
year = {2012},
organization = {ACM}
}
@book{guyon2008feature,
title={Feature {E}xtraction: {F}oundations and {A}pplications},
author={Guyon, Isabelle and Gunn, Steve and Nikravesh, Masoud and Zadeh, Lofti A},
year={2008},
publisher={Springer}
}
@Article{ Aji.McEliece.2000,
title = {The generalized distributive law},
author = {Aji, Srinivas M and McEliece, Robert J},
journal = {IEEE {T}ransactions on {I}nformation {T}heory},
volume = {46},
number = {2},
pages = {325--343},
year = {2000},
publisher = {IEEE}
}
@Article{ Alsallakh.Kokhlikyan.Miglani.ea.2020,
title = {Mind the {PAD} -- {CNN}s can develop blind spots},
author = {Alsallakh, Bilal and Kokhlikyan, Narine and Miglani, Vivek
and Yuan, Jun and Reblitz-Richardson, Orion},
journal = {Ar{X}iv:2010.02178},
year = {2020}
}
@Article{ Aronszajn.1950,
title = {Theory of {r}eproducing {k}ernels},
author = {Aronszajn, Nachman},
journal = {{T}ransactions of the {A}merican {M}athematical {S}ociety},
volume = {68},
number = {3},
pages = {337--404},
year = {1950}
}
@Article{ Ba.Kiros.Hinton.2016,
title = {Layer normalization},
author = {Ba, Jimmy Lei and Kiros, Jamie Ryan and Hinton, Geoffrey
E},
journal = {Ar{X}iv:1607.06450},
year = {2016}
}
@Article{ Bahdanau.Cho.Bengio.2014,
title = {Neural machine translation by jointly learning to align
and translate},
author = {Bahdanau, Dzmitry and Cho, Kyunghyun and Bengio, Yoshua},
journal = {Ar{X}iv:1409.0473},
year = {2014}
}
@Article{ Bartlett.Montanari.Rakhlin.2021,
title = {Deep learning: a statistical viewpoint},
author = {Bartlett, Peter L and Montanari, Andrea and Rakhlin,
Alexander},
journal = {Ar{X}iv:2103.09177},
year = {2021}
}
@InProceedings{ Bay.Tuytelaars.Van-Gool.2006,
title = {{SURF}: {S}peeded up robust features},
author = {Bay, Herbert and Tuytelaars, Tinne and Van Gool, Luc},
booktitle = {European {C}onference on {C}omputer {V}ision},
pages = {404--417},
year = {2006},
organization = {Springer}
}
@Article{ Bengio.Ducharme.Vincent.ea.2003,
title = {A neural probabilistic language model},
author = {Bengio, Yoshua and Ducharme, R{\'e}jean and Vincent,
Pascal and Jauvin, Christian},
journal = {{J}ournal of {M}achine {L}earning {R}esearch},
volume = {3},
number = {Feb},
pages = {1137--1155},
year = {2003}
}
@article{bengio1994learning,
title={Learning long-term dependencies with gradient descent is difficult},
author={Bengio, Yoshua and Simard, Patrice and Frasconi, Paolo},
journal={IEEE {T}ransactions on {N}eural {N}etworks},
volume={5},
number={2},
pages={157--166},
year={1994},
publisher={IEEE}
}
@InProceedings{ Bergstra.Breuleux.Bastien.ea.2010,
title = {Theano: A {CPU} and {GPU} math compiler in {P}ython},
author = {Bergstra, James and Breuleux, Olivier and Bastien,
Fr{\'e}d{\'e}ric and Lamblin, Pascal and Pascanu, Razvan
and Desjardins, Guillaume and Turian, Joseph and
Warde-Farley, David and Bengio, Yoshua},
booktitle = {Proc. 9th {P}ython in {S}cience {C}onference},
volume = {1},
pages = {3--10},
year = {2010}
}
@InProceedings{ Beutel.Murray.Faloutsos.ea.2014,
title = {Co{B}a{F}i: collaborative {B}ayesian filtering},
author = {Beutel, Alex and Murray, Kenton and Faloutsos, Christos
and Smola, Alexander J},
booktitle = {Proceedings of the 23rd {I}nternational {C}onference on {W}orld
{W}ide {W}eb},
pages = {97--108},
year = {2014}
}
@Article{ Bishop.1995,
title = {Training with noise is equivalent to {T}ikhonov
regularization},
author = {Bishop, Chris M},
journal = {Neural {C}omputation},
volume = {7},
number = {1},
pages = {108--116},
year = {1995},
publisher = {MIT Press}
}
@Book{ Bishop.2006,
title = {Pattern {R}ecognition and {M}achine {L}earning},
author = {Bishop, Christopher M},
year = {2006},
publisher = {Springer}
}
@Article{ Black.Scholes.1973,
title = {The pricing of options and corporate liabilities},
author = {Black, Fischer and Scholes, Myron},
journal = {Journal of {P}olitical {E}conomy},
pages = {637--654},
year = {1973},
volume = {81},
publisher = {JSTOR}
}
@InProceedings{ Bodla.Singh.Chellappa.ea.2017,
title = {Soft-{NMS}-improving object detection with one line of
code},
author = {Bodla, Navaneeth and Singh, Bharat and Chellappa, Rama and
Davis, Larry S},
booktitle = {Proceedings of the {IEEE} {I}nternational {C}onference on
{C}omputer {V}ision},
pages = {5561--5569},
year = {2017}
}
@Article{ Bojanowski.Grave.Joulin.ea.2017,
title = {Enriching word vectors with subword information},
author = {Bojanowski, Piotr and Grave, Edouard and Joulin, Armand
and Mikolov, Tomas},
journal = {{T}ransactions of the {A}ssociation for {C}omputational
{L}inguistics},
volume = {5},
pages = {135--146},
year = {2017},
publisher = {MIT {P}ress}
}
@Book{ Bollobas.1999,
title = {Linear {A}nalysis},
author = {Bollob{\'a}s, B},
year = {1999},
publisher = {Cambridge {U}niversity {P}ress}
}
@InCollection{ Bottou.2010,
title = {Large-scale machine learning with stochastic gradient
descent},
author = {Bottou, L{\'e}on},
booktitle = {Proceedings of {COMPSTAT}'2010},
pages = {177--186},
year = {2010},
publisher = {Springer}
}
@InProceedings{ Bottou.Le-Cun.1988,
author = {Bottou, {L\'eon} and {Le Cun}, Yann},
title = {{SN}: A simulator for connectionist models},
pages = {371-382},
booktitle = {Proceedings of {N}euro{N}imes 88},
address = {Nimes, France},
year = {1988},
url = {http://leon.bottou.org/papers/bottou-lecun-88}
}
@Article{ Bowman.Angeli.Potts.ea.2015,
title = {A large annotated corpus for learning natural language
inference},
author = {Bowman, Samuel R and Angeli, Gabor and Potts, Christopher
and Manning, Christopher D},
journal = {Ar{X}iv:1508.05326},
year = {2015}
}
@Book{ Boyd.Vandenberghe.2004,
address = {Cambridge, England},
author = {Stephen Boyd and Lieven Vandenberghe},
publisher = {Cambridge {U}niversity {P}ress},
title = {Convex {O}ptimization},
year = 2004
}
@Article{ Bradley.Terry.1952,
title = {Rank analysis of incomplete block designs: {I}. {T}he method
of paired comparisons},
author = {Bradley, Ralph Allan and Terry, Milton E},
journal = {Biometrika},
volume = {39},
number = {3/4},
pages = {324--345},
year = {1952},
publisher = {JSTOR}
}
@InProceedings{ Brown.Cocke.Della-Pietra.ea.1988,
title = {A statistical approach to language translation},
author = {Brown, Peter F and Cocke, John and Della Pietra, Stephen A
and Della Pietra, Vincent J and Jelinek, Frederick and
Mercer, Robert L and Roossin, Paul},
booktitle = {{COLING} {B}udapest 1988 {V}olume 1: {I}nternational {C}onference on
{C}omputational {L}inguistics},
year = {1988}
}
@Article{ Brown.Cocke.Della-Pietra.ea.1990,
title = {A statistical approach to machine translation},
author = {Brown, Peter F and Cocke, John and Della Pietra, Stephen A
and Della Pietra, Vincent J and Jelinek, Frederick and
Lafferty, John and Mercer, Robert L and Roossin, Paul S},
journal = {{C}omputational {L}inguistics},
volume = {16},
number = {2},
pages = {79--85},
year = {1990}
}
@InProceedings{ Brown.Sandholm.2017,
title = {Libratus: The superhuman {AI} for no-limit poker.},
author = {Brown, Noam and Sandholm, Tuomas},
booktitle = {{IJCAI}},
pages = {5226--5228},
year = {2017}
}
@Article{ Buslaev.Iglovikov.Khvedchenya.ea.2020,
title = {Albumentations: {F}ast and flexible image augmentations},
author = {Buslaev, Alexander and Iglovikov, Vladimir I and
Khvedchenya, Eugene and Parinov, Alex and Druzhinin,
Mikhail and Kalinin, Alexandr A},
journal = {Information},
volume = {11},
number = {2},
pages = {125},
year = {2020},
publisher = {Multidisciplinary {D}igital {P}ublishing {I}nstitute}
}
@Book{ Cajal.Azoulay.1894,
title = {Les {N}ouvelles {I}d{\'e}es sur la {S}tructure du {S}yst{\`e}me
{N}erveux chez l'{H}omme et chez les {V}ert{\'e}br{\'e}s},
author = {Ram{\'o}n y {C}ajal, Santiago, and Azoulay, L.},
year = {1894},
publisher = {Paris, C. {R}einwald & {C}ie}
}
@Article{ Campbell.Hoane-Jr.Hsu.2002,
title = {Deep blue},
author = {Campbell, Murray and Hoane Jr, A Joseph and Hsu,
Feng-hsiung},
journal = {Artificial {I}ntelligence},
volume = {134},
number = {1-2},
pages = {57--83},
year = {2002},
publisher = {Elsevier}
}
@InCollection{ Canny.1987,
title = {A computational approach to edge detection},
author = {Canny, John},
booktitle = {Readings in {C}omputer {V}ision},
pages = {184--203},
year = {1987},
publisher = {Elsevier}
}
@Article{ Cantelli.1933,
author = {F.~P. Cantelli},
journal = {Rend.\ {A}ccad.\ {L}incei},
number = 1,
pages = 39,
title = {Sulla probabilita come limita della frequenza},
volume = 26,
year = 1933
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@InProceedings{ Cer.Diab.Agirre.ea.2017,
title = {Sem{E}val-2017 {T}ask 1: Semantic textual similarity
multilingual and crosslingual focused evaluation},
author = {Cer, Daniel and Diab, Mona and Agirre, Eneko and
Lopez-Gazpio, I{\~n}igo and Specia, Lucia},
booktitle = {Proceedings of the 11th {I}nternational {W}orkshop on {S}emantic
{E}valuation ({S}em{E}val-2017)},
pages = {1--14},
year = {2017}
}
@Article{ Chen.Li.Li.ea.2015,
title = {{MXNET}: A flexible and efficient machine learning library
for heterogeneous distributed systems},
author = {Chen, Tianqi and Li, Mu and Li, Yutian and Lin, Min and
Wang, Naiyan and Wang, Minjie and Xiao, Tianjun and Xu,
Bing and Zhang, Chiyuan and Zhang, Zheng},
journal = {Ar{X}iv:1512.01274},
year = {2015}
}
@InProceedings{ Cheng.Dong.Lapata.2016,
title = {Long short-term memory-networks for machine reading},
author = {Cheng, Jianpeng and Dong, Li and Lapata, Mirella},
booktitle = {Proceedings of the 2016 {C}onference on {E}mpirical {M}ethods in
{N}atural {L}anguage {P}rocessing},
pages = {551--561},
year = {2016}
}
@Article{ Chetlur.Woolley.Vandermersch.ea.2014,
title = {cu{DNN}: {E}fficient primitives for deep learning},
author = {Chetlur, Sharan and Woolley, Cliff and Vandermersch,
Philippe and Cohen, Jonathan and Tran, John and Catanzaro,
Bryan and Shelhamer, Evan},
journal = {Ar{X}iv:1410.0759},
year = {2014}
}
@Article{ Cho.Van-Merrienboer.Bahdanau.ea.2014,
title = {On the properties of neural machine translation:
{E}ncoder--decoder approaches},
author = {Cho, Kyunghyun and Van Merri{\"e}nboer, Bart and Bahdanau,
Dzmitry and Bengio, Yoshua},
journal = {Ar{X}iv:1409.1259},
year = {2014}
}
@Article{ Cho.Van-Merrienboer.Gulcehre.ea.2014,
title = {Learning phrase representations using {RNN} encoder--decoder
for statistical machine translation},
author = {Cho, Kyunghyun and Van Merri{\"e}nboer, Bart and Gulcehre,
Caglar and Bahdanau, Dzmitry and Bougares, Fethi and
Schwenk, Holger and Bengio, Yoshua},
journal = {Ar{X}iv:1406.1078},
year = {2014}
}
@Book{ Chowdhury.2010,
title = {Introduction to {M}odern {I}nformation {R}etrieval},
author = {Chowdhury, Gobinda G},
year = {2010},
publisher = {Facet {P}ublishing}
}
@Article{ Chung.Gulcehre.Cho.ea.2014,
title = {Empirical evaluation of gated recurrent neural networks on
sequence modeling},
author = {Chung, Junyoung and Gulcehre, Caglar and Cho, KyungHyun
and Bengio, Yoshua},
journal = {Ar{X}iv:1412.3555},
year = {2014}
}
@Article{ Collobert.Weston.Bottou.ea.2011,
title = {Natural language processing (almost) from scratch},
author = {Collobert, Ronan and Weston, Jason and Bottou, L{\'e}on
and Karlen, Michael and Kavukcuoglu, Koray and Kuksa,
Pavel},
journal = {{J}ournal of {M}achine {L}earning {R}esearch},
volume = {12},
pages = {2493--2537},
year = {2011}
}
@Article{ Corfield.Scholkopf.Vapnik.2009,
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