INDEX
575
French, J.C., 292
Frequent bucket, 231, 233
Frequent itemset, 5, 214, 224, 226, 370,
463
Frequent pairs, 225
Frequent-items table, 226
Freund, Y., 521
Freytag, J.-C., 78
Friends, 356
Friends relation, 59
Frieze, A.M., 141
Frobenius norm, 433, 447
Fukushima, K., 569
Fully connected layer, 527
Furnas, G.W., 460
Gaber, M.M., 20
Ganti, V., 141, 292
Garcia-Molina, H., 20, 212, 250, 292,
427
Garofalakis, M., 174
Gate, 562
Gated recurrent unit, 564
Gaussian elimination, 180
Gehrke, J., 174, 292
Generalization, 469
Generated subgraph, 370
Genre, 324, 336, 350
GFS, see Google ﬁle system
Ghemawat, S., 78
Gibbons, P.B., 174, 427
GINI impurity, 508
Gionis, A., 142, 174
Giraph, 77, 78
Girvan, M., 426
Girvan-Newman Algorithm, 363
Global minimum, 342
GN Algorithm, see Girvan-Newman Al-
gorithm
Gobioﬀ, H., 78
Golub, G.H., 460
Gonzalez, J., 79
Google, 176, 187, 302
Google ﬁle system, 24
Google+, 356
GPU, see Graphics processing unit, 556
Gradient descent, 18, 48, 348, 386, 492,
526, 529, 531, 539
Granzow, M., 461
Graph, 51, 64, 356, 399, 406
Graphics processing unit, 530
GraphLab, 77
GraphX, 79
Greedy algorithm, 296, 297, 300, 304
GRGPF Algorithm, 278
GroupByKey, 45
Grouping, 26, 34, 38
Grouping attribute, 34
Groupon, 359
Grover, R., 78
GRU, see Gated recurrent unit
Gruber, R.E., 78
Guestrin, C., 79
Guha, S., 292
Gunda, P.K., 79
Gyongi, Z., 212
Hadamard product, 544, 563
Hadoop, 25, 79
Hadoop distributed ﬁle system, 24
HaLoop, 51, 77
Hamming distance, 74, 109, 117
Hanazawa, T., 570
Harris, M., 350
Harshman, R., 460
Hash function, 10, 87, 92, 100, 149,
152, 155
Hash join, 37
Hash key, 10, 312
Hash table, 10, 12, 13, 223, 230, 233,
234, 312, 314, 400
Haveliwala, T.H., 212
HDFS, see Hadoop distributed ﬁle sys-
tem
Head, 413
Heavy hitter, 400
Heise, A., 78
Hellerstein, J.M., 79
Henderson, D., 570
Henzinger, M., 142
