Intelligent Mobile Applications: A Systematic Mapping Study

Table 8

Data extracted from the selected papers.

ID	RQ1			RQ2	RQ3	RQ4	RQ5	RQ6
	Ref	Publication channel	Year	Research type	Study context	Study field	Data collection strategy	ML model	ML tasks	ML techniques
1	[28]	Conference	2019	VS	Academic	e-Learning	Context	SL	Classification	ANN
2	[29]	Journal	2019	VS	Academic	e-Health	Context, interactions, profile	SL	Classification	ANN
3	[30]	Conference	2019	SP	Academic	e-Health	Context, interactions, profile	SL	Classification	ANN
4	[31]	Conference	2019	ES		Recommendation	Context	UL	Clustering	K-means
5	[32]	Conference	2019	VS	Academic	e-Learning	Interactions	UL		ANN
6	[33]	Conference	2019	ES	Academic	Recommendation	Interactions	RL		Q-learning.
7	[34]	Journal	2019	ES	Academic	e-Learning	Context, interactions	SL + UL	Clustering, classification	K-means, SVM
8	[35]	Journal	2019	SP	Academic	e-Learning	Context, interactions	UL	Association, clustering	AR, K-means
9	[36]	Journal	2019	ES	Academic	e-Coaching	Context	SL	Classification	MM
10	[37]	Conference	2019	SP	Academic	e-Commerce	Context, interactions	SL	Classification	RBC
11	[38]	Journal	2019	ES	Academic	e-Learning	Context, interactions	SL	Classification	ANN, SVM
12	[39]	Conference	2018	VS	Government	Generic	Interactions, preferences, profile	RL	—	Q-learning
13	[40]	Conference	2018	ES	Academic	e-Learning	Interactions	SL	Classification	ANN
14	[41]	Conference	2018	SP	Government	Entertainment	Interactions, preferences	SL	Classification	RF
15	[42]	Journal	2018	VS	Organization	e-Health	Context	SL	Classification	RBC
16	[43]	Conference	2018	ES	Organization	Recommendation	Interactions	SL	Regression	KNN, NBC
17	[44]	Journal	2018	ES	Industrial	e-Health	Context, profile	SL	Classification	RBC
18	[45]	Conference	2017	SP	Organization	e-Health	Context	SL	Classification	DT
19	[46]	Conference	2017	ES	Academic	Gamming	Context	SL	Classification	RBC
20	[47]	Conference	2017	SP	Academic	e-Coaching	Feedbacks	SL	Classification, regression	DT, LR
21	[48]	Conference	2017	ES	Academic	fs management	Interactions			MCDM
22	[49]	Conference	2017	SP	Academic	Generic	Context, feedbacks, profile	SL	Regression	SVM
23	[50]	Journal	2017	PP	Organization	Generic	Context	SL	Classification
24	[51]	Journal	2017	ES	Organization	e-Coaching	Context, interactions	SL	Classification, clustering	DT, HAC
25	[52]	Journal	2017	ES	Organization	e-Coaching	Interactions
26	[53]	Conference	2016	SP	Organization	Generic	Context, interactions
27	[54]	Conference	2016	SP	Organization	e-Coaching	Context	SL	Classification	SVM
28	[55]	Conference	2016	ES	Organization	Recommendation	Context, interactions	SL	Association	AR
29	[56]	Symposium	2016	SP	Academic	Generic	Context, interactions	SL	Classification, clustering	ANN, K-means
30	[57]	Conference	2016	SP	Academic	Generic	Interactions
31	[58]	Journal	2016	ES	Organization	e-Learning	Context, profile
32	[59]	Conference	2015	ES	Organization	Notification management	Context	SL	Classification	NBC, RF
33	[60]	Conference	2015	SP	Academic	Gamming	Emotion		Classification
34	[61]	Conference	2015	ES	Academic	Natural language processing	Context, interactions	SL	Regression	LR
35	[62]	Conference	2015	VS	Academic	Recommendation	Context	SL	Classification	SVM
36	[63]	Journal	2015	ES	Academic	Gamming	Interactions	SL	Clustering	K-means
37	[64]	Journal	2015	ES	Academic	e-Learning	Context	SL	Classification	RBC
38	[65]	Journal	2014	ES	Government	Entertainment	Context, preferences	SL	Classification	Tp, CBFM
39	[66]	Journal	2014	VS	Academic	e-Health	Context	SL	Classification	RBC
40	[67]	Conference	2014	PP	Academic	Data visualization	Context
41	[68]	Conference	2014	ES	Organization	Entertainment	Context, interactions	SL	Classification	DT, KNN
42	[69]	Journal	2014	ES	Organization	e-Health	Context	SL	Classification	RBC
43	[70]	Journal	2014	PP	Government	Generic	Context	SL	Classification	RBC
44	[71]	Workshop	2014	ES	Academic	e-Commerce	Preferences, feedbacks	AL	Regression	UR
45	[72]	Conference	2013	VS	Academic	Generic	Context, interactions	SL	Classification	RBC
46	[73]	Conference	2013	ES	Academic	Generic	Interactions	SL	Clustering	K-means
47	[74]	Conference	2013	SP	Academic	e-Learning	Context, interactions	SL	Association	AR
48	[75]	Conference	2013	VS	Government	Gamming	Interactions	SL	Classification	ANN
49	[76]	Journal	2013	ES	Government	Generic	Preferences	SL	Classification	KNN
50	[77]	Journal	2013	ES	Academic	e-Health	Context	SL	Classification	RBC
51	[78]	Conference	2012	ES	Government	e-Health	Context	SL	Regression	FBA
52	[79]	Journal	2012	SP	Academic	e-Learning	Profile, interactions	SL	Classification	ANN, FL
53	[80]	Conference	2012	SP	Government	e-Learning	Context, preferences, profile	SL	Classification	DT
54	[81]	Conference	2012	VS	Academic	e-Learning	Preferences, profile	SL	Clustering	K-means
55	[82]	Journal	2012	VS	Organization	Smart home	Feedback, interactions	RL		Q-learning
56	[83]	Journal	2012	SP	Organization	e-Travel	Context, preferences	SL	Classification	SVM
57	[84]	Journal	2011	VS	Academic	Recommendation	Context, interactions	SL	Classification	NBC
58	[85]	Conference	2011	VS	Academic	Gamming	Interactions	SL	Classification	CN
59	[86]	Conference	2011	VS	Academic	e-Learning	Context, profile	SL	Classification	ANN, FL
60	[87]	Conference	2011	ES	Academic	e-Learning	Profile
61	[88]	Journal	2011	ES	Government	e-Learning	Preferences	SL + UL	Clustering, classification	DT
62	[89]	Conference	2010	ES	Academic	e-Travel	Context, interactions	UL	Clustering	FBA
63	[90]	Conference	2010	SP	Academic		Profile	SL + UL	Clustering, classification	ANN, K-means
64	[91]	Conference	2010	SP	Government	e-Health	Context	SL	Classification	ANN, FL
65	[92]	Journal	2009	ES	Government	e-Learning	Context, interactions, profile	SL	Classification, regression	RBC, MM
66	[93]	Conference	2009	ES	Academic	Generic	Context	SL	Classification	NBC
67	[94]	Journal	2009	PP	Academic	e-Learning	Context, profile	SL	Classification
68	[95]	Journal	2009	VS	Government	Generic	Interactions	UL	Clustering	FBA
69	[96]	Conference	2008	VS	Organization	E-commerce	Interactions	SL	Association	FBA
70	[97]	Journal	2008	VS	Industrial	Generic	Interactions	SL	Regression	SPA
71	[98]	Conference	2007	VS	Academic	Recommendation	Profile	SL	Classification	NBC, FL, MM