Course Recommendation based on Sequences: An Emerging Sequential Pattern Mining Approach – Knowledge Discovery and Intelligent Systems – KDIS

This website contains additional information about the paper Course Recommendation based on Sequences: An Emerging Pattern Mining Approach.
Below, we show the correspondence between course IDs for the Faculty of Business and the Faculty of Information Technology. Additionally, the complete sets of solutions retrieved by the algorithm is also presented for each faculty.

Faculty of Business

The correspondence between the IDs and course names can be consulted at Table 1.

Course ID	Course Name
1	MRK151
2	HR251
3	ISLS301
4	FINA353
5	HHSM305
6	HHSM306
7	FINA251
8	MRK456
9	ISLS201
10	ACC252
11	ACC251
12	ISLS101
13	ELI103
14	STAT111
15	COMM102
16	MRK455
17	MRK152
18	HHSM303
19	HHSM304
20	HHSM423
21	ARAB201
22	ARAB101
23	HR423
24	MRK253
25	HR306
26	MISY251
27	MISY321
28	HHSM412
29	HHSM411
30	CPIT100
31	ELI101
32	ELI102
33	ELCA110
34	FINA252
35	HHSM307
36	ISLS401
37	HHSM302
38	HHSM301
39	HHSM415
40	HHSM414
41	HHSM413
42	HR303
43	BLA251
44	COMM101
45	MATH111
46	MRK354
47	HR321
48	ACC413
49	ACC415
50	ACC414
51	ACC491
52	ACC304
53	ACC301
54	ACC303
55	ACC302
56	ACC412
57	ACC305
58	ACC306
59	ACC411
60	HR411
61	HHSM321
62	HR413
63	BLA412
64	BLA414
65	BLA413
66	BLA415
67	HR304
68	BLA304
69	BLA303
70	BLA305
71	BLA306
72	BLA411
73	BLA491
74	BLA321
75	ELCA100
76	BLA301
77	BLA302
78	HR414
79	HR302
80	HR301
81	ELI104
82	STAT110
83	HR305
84	MATH110
85	BIO110
86	HR415
87	CHEM110
88	BLA322
89	HR412
90	HR491
91	HR322
92	PHYS110
93	MRK306
94	MRK321
95	MRK415
96	MRK303
97	FINA413
98	FINA412
99	FINA411
100	FINA321
101	FINA302
102	FINA303
103	FINA306
104	FINA304
105	FINA305
106	MISY322
107	FINA301
108	FINA491
109	FINA415
110	FINA414
111	AGR451
112	AGR333
113	BL424
114	BL432
115	BL233
116	BL220
117	BL321
118	BL361
119	MRK302
120	MRK423
121	MRK322
122	MRK414
123	MISY306
124	MISY305
125	MISY491
126	MISY415
127	MISY301
128	MISY302
129	MISY304
130	MISY303
131	MISY412
132	MISY413
133	MISY411
134	MISY414
135	MRK301
136	MRK305
137	MRK304
138	MRK491
139	MRK412
140	MRK411
141	MRK413
142	BLA423
143	FINA322
144	BL230
145	BL235
146	BUS420
147	BL470
148	ELCS110
149	BUS425
150	IS211
151	BL101
152	BL305
153	HSA474
154	MISY423
155	BL362
156	BL491
157	BL260
158	ELCA101
159	ENGL205
160	ENGL208
161	HHSM322
162	FINA423
163	ELCA102
164	ISLS341
165	ISLS437
166	ACC321
167	BL350
168	IS105
169	PE120
170	PE104
171	PE164
172	HRMA445
173	CHEM205
174	BLA492
175	ISLS211
176	BLA309
177	BL463
178	BLA432
179	SOC210
180	BL340
181	ACCT315
182	ACC322
183	BLA435
184	BLA434
185	BLA431
186	BLA471
187	BLA433
188	BLA307
189	BLA308
190	BLA312
191	BLA311
192	BLA310
193	COM205
194	BLA473
195	BLA472
196	BLA211
197	BLA474
198	ACC253
199	BLA212
200	FINA253
201	ELIA103
202	ELIA104
203	CPIT111
204	BLA373
205	BL380
206	BL471
207	BL323
208	HSA305
209	HSA372
210	HSA476
Table 1: List of courses IDs and their respective names for the Faculty of Business.

The complete set of solutions retrieved by the algorithm for the Faculty of Business is summarized at Table 2.

Path	# Fitness	# Support	# GR
30 -1 11 43 -1	0,295	0,719	1,694
44 -1 11 43 -1	0,294	0,724	1,685
11 43 -1	0,286	0,724	1,654
10 7 -1	0,280	0,639	1,781
30 -1 10 -1 46 -1	0,246	0,802	1,442
45 -1 11 43 -1	0,239	0,637	1,603
14 -1 11 43 -1	0,238	0,630	1,609
10 -1 46 -1	0,234	0,807	1,409
22 -1 11 43 -1	0,230	0,644	1,557
30 -1 10 -1 3 -1	0,229	0,333	3,224
30 -1 2 43 -1	0,229	0,726	1,46
12 -1 11 43 -1	0,227	0,644	1,546
21 -1 3 -1	0,227	0,722	1,46
44 -1 2 43 -1	0,224	0,729	1,444
26 43 -1	0,223	0,738	1,432
10 -1 3 -1	0,219	0,333	2,937
15 -1 11 43 -1	0,218	0,634	1,523
2 43 -1 24 -1	0,217	0,644	1,509
2 43 -1	0,216	0,731	1,421
158 -1 3 -1	0,216	0,255	6,629
158 -1 21 -1	0,216	0,255	6,629
158 -1	0,216	0,255	6,629
158 -1 26 -1	0,216	0,255	6,629
163 -1	0,214	0,248	7,422
158 -1 10 -1	0,213	0,250	6,682
158 -1 4 -1	0,213	0,250	6,682
11 26 -1	0,212	0,672	1,461
10 -1 8 -1	0,20	0,866	1,301
22 -1 10 -1 3 -1	0,197	0,292	3,077
10 24 -1	0,191	0,524	1,574
158 -1 8 -1	0,189	0,226	6,052
30 -1 2 -1 3 -1	0,172	0,781	1,283
2 43 -1 1 -1	0,166	0,205	5,203
88 -1	0,161	0,465	1,532
45 -1 2 43 -1	0,158	0,627	1,337
14 -1 2 43 -1	0,155	0,620	1,334
11 21 -1	0,151	0,542	1,386
22 -1 2 43 -1	0,150	0,637	1,309
158 -1 11 43 -1	0,149	0,163	11,496
163 -1 11 43 -1	0,146	0,158	13,023
163 -1 88 -1	0,146	0,156	15,395
158 -1 2 43 -1	0,145	0,160	10,574
11 17 -1	0,139	0,163	6,998
163 -1 2 43 -1	0,139	0,153	10,83
15 -1 2 43 -1	0,139	0,634	1,281
12 -1 2 43 -1	0,138	0,632	1,278
2 26 -1	0,135	0,665	1,255
30 -1 10 -1 20 -1	0,132	0,307	1,753
10 -1 20 -1	0,131	0,309	1,736
12 -1 10 -1 20 -1	0,130	0,302	1,756
Table 2: Complete set of 50 solutions returned by the algorithm. Columns refers to the path, fitness, support and growth rate of each solution.

Faculty of Information Technology

The correspondence between course IDs and names is represented at Table 3.

Course ID	Course Name
1	CPCS202
2	COMM102
3	CPCS203
4	ELI103
5	ELI102
6	CPCS222
7	ISLS401
8	MATH110
9	PHYS110
10	STAT210
11	SOC210
12	STAT110
13	ELI104
14	ISLS201
15	ISLS101
16	ISLS301
17	CPIS428
18	CPIT100
19	CPIT210
20	CPIT220
21	CPIT201
22	CPIS334
23	CHEM110
24	COM205
25	COMM101
26	CPCS204
27	ARAB101
28	BIO110
29	ARAB201
30	CPIT252
31	CPIT305
32	CPIT285
33	CPIT260
34	CPIT280
35	CPIT345
36	CPIT340
37	CPIT330
38	CPIT380
39	CPIT370
40	CPIT470
41	CPIT435
42	CPIT425
43	CPIT405
44	CPIT440
45	ELI101
46	CPIT499
47	CPIT498
48	CPIT490
49	CPIT250
50	CPIT240
51	CPIT221
52	CPIT251
53	HIST221
54	ASTR201
55	CPIT375
56	CPIT475
57	CPCS381
58	CPCS494
59	CPCS498
60	CPCS425
61	CPCS391
62	CPCS499
63	CPCS214
64	CPCS223
65	CPCS301
66	CPCS241
67	CPCS302
68	CPCS353
69	CPCS351
70	CPCS371
71	CPCS361
72	CPCS331
73	CPCS324
74	MATH202
75	STAT352
76	CHEM202
77	CPCS211
78	CPCS212
79	CPCS473
80	CPCS372
81	LANF221
82	ISLS213
83	ISLS212
84	BIO202
85	COM204
86	ASTR202
87	ARAB231
88	ISLS211
89	ARAB211
90	CPIT455
91	ECON204
92	BIO221
93	CPIT456
94	CS201
95	COM201
96	HIST333
97	CPCS403
98	CPCS405
99	CPCS454
100	PE164
101	IS221
102	CPIS222
103	CPIS250
104	CPIS220
105	CPIS210
106	CPIS240
107	CPIS312
108	MRKT260
109	PHYS202
110	PHYS281
111	CPIS380
112	CPIS434
113	CPIS424
114	CPIS499
115	CPIS490
116	CPIS483
117	CPIS498
118	CPIS342
119	CPIS351
120	CPIS358
121	CPIS357
122	CPIS352
123	CPIS354
124	CPIS370
125	BUS230
126	BUS320
127	CHEM281
128	ACCT333
129	CPIS464
130	BUS220
131	BUS233
132	AGR344
133	CPIT323
134	COM465
135	PSY242
136	ISLS343
137	CPIS382
138	CPIS486
139	AGR204
140	AGR232
141	AGR262
142	ISLS444
143	PE120
144	SOC211
145	IS105
146	GEOG211
147	PHYS203
148	CHS231
149	FNU111
150	BIO200
151	CPCS433
152	CPCS482
153	HIST475
154	HIST341
155	HIST335
156	HIST343
157	PSY211
158	FSE241
159	GEOG221
160	IS211
161	CLT352
162	BUS232
163	CPIS420
164	CPIS320
165	GEOG235
166	HIST482
167	FSE424
168	FSE342
169	FSE442
170	HHM332
171	HIST426
172	PSY351
173	HIST448
174	HIST362
175	GEOG454
176	ISLS210
177	CPCS466
178	AGR451
179	AGR404
180	AGR354
181	PSY446
182	GEOG324
183	AGR333
184	LANE335
185	LANE332
186	PE104
187	SOC231
188	SOC335
189	SOC321
190	SOC324
191	SOC332
192	IS251
193	ARAB212
194	ARAB251
195	CPIS241
196	CPIS363
197	BIOC371
198	HIST223
199	GEOG236
200	HHM320
201	CPCS432
202	ECON101
203	CHS213
204	GEOG332
205	PSY343
206	HHM321
207	HHM246
208	FSE121
209	CHEM205
210	ECON107
211	PS111
212	GEOG313
213	HHM341
214	PS101
215	HHM120
216	FSE443
217	HIST334
218	CPCS463
219	GEOG467
220	ISLS231
221	CPCS474
222	HHM340
223	BL350
224	COIT283
225	COIS463
226	COCS456
227	COCS222
228	COIS448
229	COIS412
Table 3: List of courses IDs and their respective names for the Faculty of Information Technology.

The complete set of solutions returned by the algorithm for the Faculty of Information Technology is shown at Table 4.

Path	# Fitness	# Support	# GR
38 -1 35 47 -1	0,409	0,565	3,625
6 -1 35 47 -1	0,409	0,565	3,625
50 -1 39 -1 35 47 -1	0,400	0,541	3,846
19 -1 35 47 -1	0,399	0,565	3,405
51 -1 35 47 -1	0,399	0,565	3,405
16 -1 35 47 -1	0,399	0,565	3,405
6 -1 30 -1 35 47 -1	0,397	0,553	3,55
7 -1 35 47 -1	0,395	0,541	3,714
29 -1 35 47 -1	0,394	0,565	3,305
39 -1 35 47 -1	0,394	0,565	3,305
15 -1 35 47 -1	0,394	0,565	3,305
8 9 -1 35 47 -1	0,394	0,565	3,305
28 -1 35 47 -1	0,394	0,565	3,305
12 -1 35 47 -1	0,394	0,565	3,305
25 -1 35 47 -1	0,394	0,565	3,305
4 -1 35 47 -1	0,394	0,565	3,305
26 -1 35 47 -1	0,394	0,565	3,305
21 -1 35 47 -1	0,394	0,565	3,305
30 -1 35 47 -1	0,394	0,565	3,305
5 -1 35 47 -1	0,394	0,565	3,305
49 -1 35 47 -1	0,394	0,565	3,305
9 -1 35 47 -1	0,394	0,565	3,305
18 -1 35 47 -1	0,394	0,565	3,305
50 -1 35 47 -1	0,394	0,565	3,305
25 -1 27 -1 35 47 -1	0,394	0,565	3,305
27 -1 35 47 -1	0,394	0,565	3,305
14 -1 35 47 -1	0,394	0,565	3,305
1 -1 35 47 -1	0,394	0,565	3,305
13 -1 35 47 -1	0,394	0,565	3,305
3 -1 35 47 -1	0,394	0,565	3,305
52 -1 35 47 -1	0,394	0,565	3,305
45 -1 35 47 -1	0,394	0,565	3,305
35 47 -1	0,394	0,565	3,305
33 -1 35 47 -1	0,394	0,565	3,305
8 -1 35 47 -1	0,394	0,565	3,305
34 -1 35 47 -1	0,394	0,565	3,305
23 -1 35 47 -1	0,394	0,565	3,305
20 -1 35 47 -1	0,394	0,565	3,305
32 -1 35 47 -1	0,394	0,565	3,305
10 -1 35 47 -1	0,382	0,553	3,236
8 -1 31 -1 35 47 -1	0,380	0,541	3,365
31 -1 35 47 -1	0,380	0,541	3,365
37 -1 35 47 -1	0,375	0,541	3,263
27 -1 22 -1 35 47 -1	0,374	0,529	3,398
22 -1 35 47 -1	0,374	0,529	3,398
6 -1 31 -1	0,372	0,624	2,482
33 50 -1	0,370	0,576	2,798
30 -1 35 -1	0,370	0,576	2,798
31 37 -1 35 47 -1	0,368	0,494	3,933
35 47 -1 41 -1	0,360	0,506	3,471
Table 4: Complete set of 50 solutions returned by the algorithm. Columns refers to the path, fitness, support and growth rate of each solution.