forked from d2l-ai/d2l-vi
-
Notifications
You must be signed in to change notification settings - Fork 0
/
d2l.bib
1450 lines (1304 loc) · 43.5 KB
/
d2l.bib
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
@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 fifth ACM international conference on
Web search and data mining},
pages = {123--132},
year = {2012},
organization = {ACM}
}
@Article{ Aji.McEliece.2000,
title = {The generalized distributive law},
author = {Aji, Srinivas M and McEliece, Robert J},
journal = {IEEE transactions on Information Theory},
volume = {46},
number = {2},
pages = {325--343},
year = {2000},
publisher = {IEEE}
}
@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 = {arXiv preprint arXiv:1409.0473},
year = {2014}
}
@Article{ Bishop.1995,
title = {Training with noise is equivalent to Tikhonov
regularization},
author = {Bishop, Chris M},
journal = {Neural computation},
volume = {7},
number = {1},
pages = {108--116},
year = {1995},
publisher = {MIT Press}
}
@Book{ Bishop.2006,
title = {Pattern recognition and machine learning},
author = {Bishop, Christopher M},
year = {2006},
publisher = {springer}
}
@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 = {Transactions of the Association for Computational
Linguistics},
volume = {5},
pages = {135--146},
year = {2017},
publisher = {MIT Press}
}
@Book{ Bollobas.1999,
title = {Linear analysis},
author = {Bollob{\'a}s, B},
year = {1999},
publisher = {Cambridge University Press, Cambridge}
}
@Book{ Boyd.Vandenberghe.2004,
address = {Cambridge, England},
author = {Stephen Boyd and Lieven Vandenberghe},
publisher = {Cambridge University Press},
title = {Convex Optimization},
year = 2004
}
@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{ Campbell.Hoane-Jr.Hsu.2002,
title = {Deep blue},
author = {Campbell, Murray and Hoane Jr, A Joseph and Hsu,
Feng-hsiung},
journal = {Artificial intelligence},
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 computer vision},
pages = {184--203},
year = {1987},
publisher = {Elsevier}
}
@Article{ Cho.Van-Merrienboer.Bahdanau.ea.2014,
title = {On the properties of neural machine translation:
Encoder-decoder approaches},
author = {Cho, Kyunghyun and Van Merri{\"e}nboer, Bart and Bahdanau,
Dzmitry and Bengio, Yoshua},
journal = {arXiv preprint arXiv:1409.1259},
year = {2014}
}
@Book{ Chowdhury.2010,
title = {Introduction to modern information retrieval},
author = {Chowdhury, Gobinda G},
year = {2010},
publisher = {Facet publishing}
}
@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 = {arXiv preprint arXiv:1412.3555},
year = {2014}
}
@Article{ Csiszar.2008,
title = {Axiomatic characterizations of information measures},
author = {Csisz{\'a}r, Imre},
journal = {Entropy},
volume = {10},
number = {3},
pages = {261--273},
year = {2008},
publisher = {Molecular Diversity Preservation International}
}
@Article{ De-Cock.2011,
title = {Ames, Iowa: Alternative to the Boston housing data as an
end of semester regression project},
author = {De Cock, Dean},
journal = {Journal of Statistics Education},
volume = {19},
number = {3},
year = {2011},
publisher = {Taylor \& Francis}
}
@InProceedings{ DeCandia.Hastorun.Jampani.ea.2007,
title = {Dynamo: Amazon's highly available key-value store},
author = {DeCandia, Giuseppe and Hastorun, Deniz and Jampani, Madan
and Kakulapati, Gunavardhan and Lakshman, Avinash and
Pilchin, Alex and Sivasubramanian, Swaminathan and
Vosshall, Peter and Vogels, Werner},
booktitle = {ACM SIGOPS operating systems review},
volume = {41},
number = {6},
pages = {205--220},
year = {2007},
organization = {ACM}
}
@InCollection{ Doucet.De-Freitas.Gordon.2001,
title = {An introduction to sequential Monte Carlo methods},
author = {Doucet, Arnaud and De Freitas, Nando and Gordon, Neil},
booktitle = {Sequential Monte Carlo methods in practice},
pages = {3--14},
year = {2001},
publisher = {Springer}
}
@Article{ Duchi.Hazan.Singer.2011,
title = {Adaptive subgradient methods for online learning and
stochastic optimization},
author = {Duchi, John and Hazan, Elad and Singer, Yoram},
journal = {Journal of Machine Learning Research},
volume = {12},
number = {Jul},
pages = {2121--2159},
year = {2011}
}
@Article{ Dumoulin.Visin.2016,
title = {A guide to convolution arithmetic for deep learning},
author = {Dumoulin, Vincent and Visin, Francesco},
journal = {arXiv preprint arXiv:1603.07285},
year = {2016}
}
@Article{ Edelman.Ostrovsky.Schwarz.2007,
title = {Internet advertising and the generalized second-price
auction: Selling billions of dollars worth of keywords},
author = {Edelman, Benjamin and Ostrovsky, Michael and Schwarz,
Michael},
journal = {American economic review},
volume = {97},
number = {1},
pages = {242--259},
year = {2007}
}
@InProceedings{ Flammarion.Bach.2015,
title = {From averaging to acceleration, there is only a
step-size},
author = {Flammarion, Nicolas and Bach, Francis},
booktitle = {Conference on Learning Theory},
pages = {658--695},
year = {2015}
}
@InProceedings{ Gatys.Ecker.Bethge.2016,
title = {Image style transfer using convolutional neural networks},
author = {Gatys, Leon A and Ecker, Alexander S and Bethge,
Matthias},
booktitle = {Proceedings of the IEEE conference on computer vision and
pattern recognition},
pages = {2414--2423},
year = {2016}
}
@Article{ Ginibre.1965,
title = {Statistical ensembles of complex, quaternion, and real
matrices},
author = {Ginibre, Jean},
journal = {Journal of Mathematical Physics},
volume = {6},
number = {3},
pages = {440--449},
year = {1965},
publisher = {AIP}
}
@InProceedings{ Girshick.2015,
title = {Fast r-cnn},
author = {Girshick, Ross},
booktitle = {Proceedings of the IEEE international conference on
computer vision},
pages = {1440--1448},
year = {2015}
}
@InProceedings{ Girshick.Donahue.Darrell.ea.2014,
title = {Rich feature hierarchies for accurate object detection and
semantic segmentation},
author = {Girshick, Ross and Donahue, Jeff and Darrell, Trevor and
Malik, Jitendra},
booktitle = {Proceedings of the IEEE conference on computer vision and
pattern recognition},
pages = {580--587},
year = {2014}
}
@InProceedings{ Glorot.Bengio.2010,
title = {Understanding the difficulty of training deep feedforward
neural networks},
author = {Glorot, Xavier and Bengio, Yoshua},
booktitle = {Proceedings of the thirteenth international conference on
artificial intelligence and statistics},
pages = {249--256},
year = {2010}
}
@Article{ Goh.2017,
author = {Goh, Gabriel},
title = {Why Momentum Really Works},
journal = {Distill},
year = {2017},
url = {http://distill.pub/2017/momentum},
doi = {10.23915/distill.00006}
}
@Article{ Goldberg.Nichols.Oki.ea.1992,
title = {Using collaborative filtering to weave an information
tapestry},
author = {Goldberg, David and Nichols, David and Oki, Brian M and
Terry, Douglas},
journal = {Communications of the ACM},
volume = {35},
number = {12},
pages = {61--71},
year = {1992},
publisher = {Association for Computing Machinery, Inc.}
}
@Book{ Goodfellow.Bengio.Courville.2016,
title = {Deep Learning},
author = {Ian Goodfellow and Yoshua Bengio and Aaron Courville},
publisher = {MIT Press},
note = {\url{http://www.deeplearningbook.org}},
year = {2016}
}
@InProceedings{ Goodfellow.Pouget-Abadie.Mirza.ea.2014,
title = {Generative adversarial nets},
author = {Goodfellow, Ian and Pouget-Abadie, Jean and Mirza, Mehdi
and Xu, Bing and Warde-Farley, David and Ozair, Sherjil and
Courville, Aaron and Bengio, Yoshua},
booktitle = {Advances in neural information processing systems},
pages = {2672--2680},
year = {2014}
}
@Article{ Gotmare.Keskar.Xiong.ea.2018,
title = {A Closer Look at Deep Learning Heuristics: Learning rate
restarts, Warmup and Distillation},
author = {Gotmare, Akhilesh and Keskar, Nitish Shirish and Xiong,
Caiming and Socher, Richard},
journal = {arXiv preprint arXiv:1810.13243},
year = {2018}
}
@Article{ Graves.Schmidhuber.2005,
title = {Framewise phoneme classification with bidirectional LSTM
and other neural network architectures},
author = {Graves, Alex and Schmidhuber, J{\"u}rgen},
journal = {Neural networks},
volume = {18},
number = {5-6},
pages = {602--610},
year = {2005},
publisher = {Elsevier}
}
@InCollection{ Gunawardana.Shani.2015,
title = {Evaluating recommender systems},
author = {Gunawardana, Asela and Shani, Guy},
booktitle = {Recommender systems handbook},
pages = {265--308},
year = {2015},
publisher = {Springer}
}
@InProceedings{ Guo.Tang.Ye.ea.2017,
title = {DeepFM: a factorization-machine based neural network for
CTR prediction},
author = {Guo, Huifeng and Tang, Ruiming and Ye, Yunming and Li,
Zhenguo and He, Xiuqiang},
booktitle = {Proceedings of the 26th International Joint Conference on
Artificial Intelligence},
pages = {1725--1731},
year = {2017},
organization = {AAAI Press}
}
@Article{ Hadjis.Zhang.Mitliagkas.ea.2016,
title = {Omnivore: An optimizer for multi-device deep learning on
cpus and gpus},
author = {Hadjis, Stefan and Zhang, Ce and Mitliagkas, Ioannis and
Iter, Dan and R{\'e}, Christopher},
journal = {arXiv preprint arXiv:1606.04487},
year = {2016}
}
@InProceedings{ Hazan.Rakhlin.Bartlett.2008,
title = {Adaptive online gradient descent},
author = {Hazan, Elad and Rakhlin, Alexander and Bartlett, Peter L},
booktitle = {Advances in Neural Information Processing Systems},
pages = {65--72},
year = {2008}
}
@InProceedings{ He.Chua.2017,
title = {Neural factorization machines for sparse predictive
analytics},
author = {He, Xiangnan and Chua, Tat-Seng},
booktitle = {Proceedings of the 40th International ACM SIGIR conference
on Research and Development in Information Retrieval},
pages = {355--364},
year = {2017},
organization = {ACM}
}
@InProceedings{ He.Gkioxari.Dollar.ea.2017,
title = {Mask r-cnn},
author = {He, Kaiming and Gkioxari, Georgia and Doll{\'a}r, Piotr
and Girshick, Ross},
booktitle = {Proceedings of the IEEE international conference on
computer vision},
pages = {2961--2969},
year = {2017}
}
@InProceedings{ He.Liao.Zhang.ea.2017,
title = {Neural collaborative filtering},
author = {He, Xiangnan and Liao, Lizi and Zhang, Hanwang and Nie,
Liqiang and Hu, Xia and Chua, Tat-Seng},
booktitle = {Proceedings of the 26th international conference on world
wide web},
pages = {173--182},
year = {2017},
organization = {International World Wide Web Conferences Steering
Committee}
}
@InProceedings{ He.Zhang.Ren.ea.2016,
title = {Deep residual learning for image recognition},
author = {He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun,
Jian},
booktitle = {Proceedings of the IEEE conference on computer vision and
pattern recognition},
pages = {770--778},
year = {2016}
}
@InProceedings{ He.Zhang.Ren.ea.2016*1,
title = {Identity mappings in deep residual networks},
author = {He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun,
Jian},
booktitle = {European conference on computer vision},
pages = {630--645},
year = {2016},
organization = {Springer}
}
@Book{ Hebb.Hebb.1949,
title = {The organization of behavior},
author = {Hebb, Donald Olding and Hebb, DO},
volume = {65},
year = {1949},
publisher = {Wiley New York}
}
@Book{ Hennessy.Patterson.2011,
title = {Computer architecture: a quantitative approach},
author = {Hennessy, John L and Patterson, David A},
year = {2011},
publisher = {Elsevier}
}
@InProceedings{ Herlocker.Konstan.Borchers.ea.1999,
title = {An algorithmic framework for performing collaborative
filtering},
author = {Herlocker, Jonathan L and Konstan, Joseph A and Borchers,
Al and Riedl, John},
booktitle = {22nd Annual International ACM SIGIR Conference on Research
and Development in Information Retrieval, SIGIR 1999},
pages = {230--237},
year = {1999},
organization = {Association for Computing Machinery, Inc}
}
@Article{ Hidasi.Karatzoglou.Baltrunas.ea.2015,
title = {Session-based recommendations with recurrent neural
networks},
author = {Hidasi, Bal{\'a}zs and Karatzoglou, Alexandros and
Baltrunas, Linas and Tikk, Domonkos},
journal = {arXiv preprint arXiv:1511.06939},
year = {2015}
}
@Article{ Hochreiter.Schmidhuber.1997,
title = {Long short-term memory},
author = {Hochreiter, Sepp and Schmidhuber, J{\"u}rgen},
journal = {Neural computation},
volume = {9},
number = {8},
pages = {1735--1780},
year = {1997},
publisher = {MIT Press}
}
@InProceedings{ Hoyer.Janzing.Mooij.ea.2009,
title = {Nonlinear causal discovery with additive noise models},
author = {Hoyer, Patrik O and Janzing, Dominik and Mooij, Joris M
and Peters, Jonas and Sch{\"o}lkopf, Bernhard},
booktitle = {Advances in neural information processing systems},
pages = {689--696},
year = {2009}
}
@InProceedings{ Hu.Koren.Volinsky.2008,
title = {Collaborative filtering for implicit feedback datasets},
author = {Hu, Yifan and Koren, Yehuda and Volinsky, Chris},
booktitle = {2008 Eighth IEEE International Conference on Data Mining},
pages = {263--272},
year = {2008},
organization = {Ieee}
}
@InProceedings{ Hu.Shen.Sun.2018,
title = {Squeeze-and-excitation networks},
author = {Hu, Jie and Shen, Li and Sun, Gang},
booktitle = {Proceedings of the IEEE conference on computer vision and
pattern recognition},
pages = {7132--7141},
year = {2018}
}
@InProceedings{ Huang.Liu.Van-Der-Maaten.ea.2017,
title = {Densely connected convolutional networks},
author = {Huang, Gao and Liu, Zhuang and Van Der Maaten, Laurens and
Weinberger, Kilian Q},
booktitle = {Proceedings of the IEEE conference on computer vision and
pattern recognition},
pages = {4700--4708},
year = {2017}
}
@InProceedings{ Ioffe.2017,
title = {Batch renormalization: Towards reducing minibatch
dependence in batch-normalized models},
author = {Ioffe, Sergey},
booktitle = {Advances in neural information processing systems},
pages = {1945--1953},
year = {2017}
}
@Article{ Ioffe.Szegedy.2015,
title = {Batch normalization: Accelerating deep network training by
reducing internal covariate shift},
author = {Ioffe, Sergey and Szegedy, Christian},
journal = {arXiv preprint arXiv:1502.03167},
year = {2015}
}
@Article{ Izmailov.Podoprikhin.Garipov.ea.2018,
title = {Averaging weights leads to wider optima and better
generalization},
author = {Izmailov, Pavel and Podoprikhin, Dmitrii and Garipov,
Timur and Vetrov, Dmitry and Wilson, Andrew Gordon},
journal = {arXiv preprint arXiv:1803.05407},
year = {2018}
}
@Article{ Jia.Song.He.ea.2018,
title = {Highly scalable deep learning training system with
mixed-precision: Training imagenet in four minutes},
author = {Jia, Xianyan and Song, Shutao and He, Wei and Wang,
Yangzihao and Rong, Haidong and Zhou, Feihu and Xie,
Liqiang and Guo, Zhenyu and Yang, Yuanzhou and Yu, Liwei
and others},
journal = {arXiv preprint arXiv:1807.11205},
year = {2018}
}
@InProceedings{ Jouppi.Young.Patil.ea.2017,
title = {In-datacenter performance analysis of a tensor processing
unit},
author = {Jouppi, Norman P and Young, Cliff and Patil, Nishant and
Patterson, David and Agrawal, Gaurav and Bajwa, Raminder
and Bates, Sarah and Bhatia, Suresh and Boden, Nan and
Borchers, Al and others},
booktitle = {2017 ACM/IEEE 44th Annual International Symposium on
Computer Architecture (ISCA)},
pages = {1--12},
year = {2017},
organization = {IEEE}
}
@Article{ Karras.Aila.Laine.ea.2017,
title = {Progressive growing of gans for improved quality,
stability, and variation},
author = {Karras, Tero and Aila, Timo and Laine, Samuli and
Lehtinen, Jaakko},
journal = {arXiv preprint arXiv:1710.10196},
year = {2017}
}
@Article{ Kim.2014,
title = {Convolutional neural networks for sentence
classification},
author = {Kim, Yoon},
journal = {arXiv preprint arXiv:1408.5882},
year = {2014}
}
@Article{ Kingma.Ba.2014,
title = {Adam: A method for stochastic optimization},
author = {Kingma, Diederik P and Ba, Jimmy},
journal = {arXiv preprint arXiv:1412.6980},
year = {2014}
}
@Book{ Koller.Friedman.2009,
title = {Probabilistic graphical models: principles and
techniques},
author = {Koller, Daphne and Friedman, Nir},
year = {2009},
publisher = {MIT press}
}
@Article{ Kolter.2008,
title = {Linear Algebra Review and Reference},
author = {Kolter, Zico},
journal = {Available online: http},
year = {2008}
}
@InProceedings{ Koren.2009,
title = {Collaborative filtering with temporal dynamics},
author = {Koren, Yehuda},
booktitle = {Proceedings of the 15th ACM SIGKDD international
conference on Knowledge discovery and data mining},
pages = {447--456},
year = {2009},
organization = {ACM}
}
@Article{ Koren.Bell.Volinsky.2009,
title = {Matrix factorization techniques for recommender systems},
author = {Koren, Yehuda and Bell, Robert and Volinsky, Chris},
journal = {Computer},
number = {8},
pages = {30--37},
year = {2009},
publisher = {IEEE}
}
@InProceedings{ Krizhevsky.Sutskever.Hinton.2012,
title = {Imagenet classification with deep convolutional neural
networks},
author = {Krizhevsky, Alex and Sutskever, Ilya and Hinton, Geoffrey
E},
booktitle = {Advances in neural information processing systems},
pages = {1097--1105},
year = {2012}
}
@Article{ Kung.1988,
title = {VLSI array processors},
author = {Kung, Sun Yuan},
journal = {Englewood Cliffs, NJ, Prentice Hall, 1988, 685 p. Research
supported by the Semiconductor Research Corp., SDIO, NSF,
and US Navy.},
year = {1988}
}
@Article{ LeCun.Bottou.Bengio.ea.1998,
title = {Gradient-based learning applied to document recognition},
author = {LeCun, Yann and Bottou, L{\'e}on and Bengio, Yoshua and
Haffner, Patrick and others},
journal = {Proceedings of the IEEE},
volume = {86},
number = {11},
pages = {2278--2324},
year = {1998},
publisher = {Taipei, Taiwan}
}
@PhDThesis{ Li.2017,
title = {Scaling Distributed Machine Learning with System and
Algorithm Co-design},
author = {Li, Mu},
year = {2017},
school = {PhD Thesis, CMU}
}
@InProceedings{ Li.Andersen.Park.ea.2014,
title = {Scaling distributed machine learning with the parameter
server},
author = {Li, Mu and Andersen, David G and Park, Jun Woo and Smola,
Alexander J and Ahmed, Amr and Josifovski, Vanja and Long,
James and Shekita, Eugene J and Su, Bor-Yiing},
booktitle = {11th $\{$USENIX$\}$ Symposium on Operating Systems Design
and Implementation ($\{$OSDI$\}$ 14)},
pages = {583--598},
year = {2014}
}
@Article{ Lin.Chen.Yan.2013,
title = {Network in network},
author = {Lin, Min and Chen, Qiang and Yan, Shuicheng},
journal = {arXiv preprint arXiv:1312.4400},
year = {2013}
}
@InProceedings{ Lin.Goyal.Girshick.ea.2017,
title = {Focal loss for dense object detection},
author = {Lin, Tsung-Yi and Goyal, Priya and Girshick, Ross and He,
Kaiming and Doll{\'a}r, Piotr},
booktitle = {Proceedings of the IEEE international conference on
computer vision},
pages = {2980--2988},
year = {2017}
}
@Article{ Lin.Lv.Zhu.ea.2010,
title = {Imagenet classification: fast descriptor coding and
large-scale svm training},
author = {Lin, Yuanqing and Lv, F and Zhu, S and Yang, M and Cour, T
and Yu, K and Cao, L and Li, Z and Tsai, MH and Zhou, X and
others},
journal = {Large scale visual recognition challenge},
year = {2010}
}
@Article{ Lipton.Steinhardt.2018,
title = {Troubling trends in machine learning scholarship},
author = {Lipton, Zachary C and Steinhardt, Jacob},
journal = {arXiv preprint arXiv:1807.03341},
year = {2018}
}
@InProceedings{ Liu.Anguelov.Erhan.ea.2016,
title = {Ssd: Single shot multibox detector},
author = {Liu, Wei and Anguelov, Dragomir and Erhan, Dumitru and
Szegedy, Christian and Reed, Scott and Fu, Cheng-Yang and
Berg, Alexander C},
booktitle = {European conference on computer vision},
pages = {21--37},
year = {2016},
organization = {Springer}
}
@InProceedings{ Long.Shelhamer.Darrell.2015,
title = {Fully convolutional networks for semantic segmentation},
author = {Long, Jonathan and Shelhamer, Evan and Darrell, Trevor},
booktitle = {Proceedings of the IEEE conference on computer vision and
pattern recognition},
pages = {3431--3440},
year = {2015}
}
@Article{ Loshchilov.Hutter.2016,
title = {Sgdr: Stochastic gradient descent with warm restarts},
author = {Loshchilov, Ilya and Hutter, Frank},
journal = {arXiv preprint arXiv:1608.03983},
year = {2016}
}
@Article{ Lowe.2004,
title = {Distinctive image features from scale-invariant
keypoints},
author = {Lowe, David G},
journal = {International journal of computer vision},
volume = {60},
number = {2},
pages = {91--110},
year = {2004},
publisher = {Springer}
}
@Article{ Luo.Wang.Shao.ea.2018,
title = {Towards understanding regularization in batch
normalization},
author = {Luo, Ping and Wang, Xinjiang and Shao, Wenqi and Peng,
Zhanglin},
journal = {arXiv preprint},
year = {2018}
}
@InProceedings{ Maas.Daly.Pham.ea.2011,
title = {Learning word vectors for sentiment analysis},
author = {Maas, Andrew L and Daly, Raymond E and Pham, Peter T and
Huang, Dan and Ng, Andrew Y and Potts, Christopher},
booktitle = {Proceedings of the 49th annual meeting of the association
for computational linguistics: Human language
technologies-volume 1},
pages = {142--150},
year = {2011},
organization = {Association for Computational Linguistics}
}
@Article{ McCulloch.Pitts.1943,
title = {A logical calculus of the ideas immanent in nervous
activity},
author = {McCulloch, Warren S and Pitts, Walter},
journal = {The bulletin of mathematical biophysics},
volume = {5},
number = {4},
pages = {115--133},
year = {1943},
publisher = {Springer}
}
@InProceedings{ McMahan.Holt.Sculley.ea.2013,
title = {Ad click prediction: a view from the trenches},
author = {McMahan, H Brendan and Holt, Gary and Sculley, David and
Young, Michael and Ebner, Dietmar and Grady, Julian and
Nie, Lan and Phillips, Todd and Davydov, Eugene and
Golovin, Daniel and others},
booktitle = {Proceedings of the 19th ACM SIGKDD international
conference on Knowledge discovery and data mining},
pages = {1222--1230},
year = {2013},
organization = {ACM}
}
@Article{ Mikolov.Chen.Corrado.ea.2013,
title = {Efficient estimation of word representations in vector
space},
author = {Mikolov, Tomas and Chen, Kai and Corrado, Greg and Dean,
Jeffrey},
journal = {arXiv preprint arXiv:1301.3781},
year = {2013}
}
@InProceedings{ Mikolov.Sutskever.Chen.ea.2013,
title = {Distributed representations of words and phrases and their
compositionality},
author = {Mikolov, Tomas and Sutskever, Ilya and Chen, Kai and
Corrado, Greg S and Dean, Jeff},
booktitle = {Advances in neural information processing systems},
pages = {3111--3119},
year = {2013}
}
@InProceedings{ Mirhoseini.Pham.Le.ea.2017,
title = {Device placement optimization with reinforcement
learning},
author = {Mirhoseini, Azalia and Pham, Hieu and Le, Quoc V and
Steiner, Benoit and Larsen, Rasmus and Zhou, Yuefeng and
Kumar, Naveen and Norouzi, Mohammad and Bengio, Samy and
Dean, Jeff},
booktitle = {Proceedings of the 34th International Conference on
Machine Learning-Volume 70},
pages = {2430--2439},
year = {2017},
organization = {JMLR. org}
}
@Article{ Morey.Hoekstra.Rouder.ea.2016,
title = {The fallacy of placing confidence in confidence
intervals},
author = {Morey, Richard D and Hoekstra, Rink and Rouder, Jeffrey N
and Lee, Michael D and Wagenmakers, Eric-Jan},
journal = {Psychonomic bulletin \& review},
volume = {23},
number = {1},
pages = {103--123},
year = {2016},
publisher = {Springer}
}
@Book{ Nesterov.2018,
title = {Lectures on convex optimization},
author = {Nesterov, Yurii},
volume = {137},
year = {2018},
publisher = {Springer}
}
@Misc{ Nesterov.Vial.2000,
title = {Confidence level solutions for stochastic programming,
Stochastic Programming E-Print Series},
author = {Nesterov, Yu and Vial, J-Ph},
year = {2000}
}
@Article{ Neyman.1937,
title = {Outline of a theory of statistical estimation based on the
classical theory of probability},
author = {Neyman, Jerzy},
journal = {Philosophical Transactions of the Royal Society of London.
Series A, Mathematical and Physical Sciences},
volume = {236},
number = {767},
pages = {333--380},
year = {1937},
publisher = {The Royal Society London}
}
@InProceedings{ Pennington.Schoenholz.Ganguli.2017,
title = {Resurrecting the sigmoid in deep learning through
dynamical isometry: theory and practice},
author = {Pennington, Jeffrey and Schoenholz, Samuel and Ganguli,
Surya},
booktitle = {Advances in neural information processing systems},
pages = {4785--4795},
year = {2017}
}
@InProceedings{ Pennington.Socher.Manning.2014,
title = {Glove: Global vectors for word representation},
author = {Pennington, Jeffrey and Socher, Richard and Manning,
Christopher},
booktitle = {Proceedings of the 2014 conference on empirical methods in
natural language processing (EMNLP)},
pages = {1532--1543},
year = {2014}
}
@Book{ Peters.Janzing.Scholkopf.2017,
title = {Elements of causal inference: foundations and learning
algorithms},
author = {Peters, Jonas and Janzing, Dominik and Sch{\"o}lkopf,
Bernhard},
year = {2017},
publisher = {MIT press}
}
@Article{ Petersen.Pedersen.ea.2008,
title = {The matrix cookbook},
author = {Petersen, Kaare Brandt and Pedersen, Michael Syskind and
others},
journal = {Technical University of Denmark},
volume = {7},
number = {15},
pages = {510},
year = {2008}
}
@Article{ Polyak.1964,
title = {Some methods of speeding up the convergence of iteration
methods},
author = {Polyak, Boris T},
journal = {USSR Computational Mathematics and Mathematical Physics},
volume = {4},
number = {5},
pages = {1--17},
year = {1964},
publisher = {Elsevier}
}
@Article{ Quadrana.Cremonesi.Jannach.2018,
title = {Sequence-aware recommender systems},
author = {Quadrana, Massimo and Cremonesi, Paolo and Jannach,
Dietmar},
journal = {ACM Computing Surveys (CSUR)},
volume = {51},
number = {4},
pages = {66},
year = {2018},
publisher = {ACM}
}
@Article{ Radford.Metz.Chintala.2015,
title = {Unsupervised representation learning with deep
convolutional generative adversarial networks},
author = {Radford, Alec and Metz, Luke and Chintala, Soumith},
journal = {arXiv preprint arXiv:1511.06434},
year = {2015}
}
@Article{ Reddi.Kale.Kumar.2019,
title = {On the convergence of Adam and beyond},
author = {Reddi, Sashank J and Kale, Satyen and Kumar, Sanjiv},
journal = {arXiv preprint arXiv:1904.09237},
year = {2019}
}
@Article{ Reed.De-Freitas.2015,
title = {Neural programmer-interpreters},
author = {Reed, Scott and De Freitas, Nando},
journal = {arXiv preprint arXiv:1511.06279},
year = {2015}
}
@InProceedings{ Ren.He.Girshick.ea.2015,
title = {Faster r-cnn: Towards real-time object detection with
region proposal networks},
author = {Ren, Shaoqing and He, Kaiming and Girshick, Ross and Sun,
Jian},
booktitle = {Advances in neural information processing systems},
pages = {91--99},
year = {2015}
}
@InProceedings{ Rendle.2010,
title = {Factorization machines},
author = {Rendle, Steffen},
booktitle = {2010 IEEE International Conference on Data Mining},
pages = {995--1000},
year = {2010},
organization = {IEEE}
}
@InProceedings{ Rendle.Freudenthaler.Gantner.ea.2009,
title = {BPR: Bayesian personalized ranking from implicit
feedback},
author = {Rendle, Steffen and Freudenthaler, Christoph and Gantner,
Zeno and Schmidt-Thieme, Lars},
booktitle = {Proceedings of the twenty-fifth conference on uncertainty
in artificial intelligence},
pages = {452--461},
year = {2009},
organization = {AUAI Press}
}
@Article{ Rumelhart.Hinton.Williams.ea.1988,
title = {Learning representations by back-propagating errors},
author = {Rumelhart, David E and Hinton, Geoffrey E and Williams,
Ronald J and others},
journal = {Cognitive modeling},
volume = {5},
number = {3},
pages = {1},
year = {1988}
}
@Book{ Russell.Norvig.2016,
title = {Artificial intelligence: a modern approach},
author = {Russell, Stuart J and Norvig, Peter},
year = {2016},
publisher = {Malaysia; Pearson Education Limited,}
}
@Article{ Salton.Wong.Yang.1975,
title = {A vector space model for automatic indexing},
author = {Salton, Gerard and Wong, Anita and Yang, Chung-Shu},
journal = {Communications of the ACM},
volume = {18},
number = {11},
pages = {613--620},
year = {1975},