End-User Development of Mobile Mashups Maristella Matera, Matteo Picozzi, Cinzia Cappiello
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1 End-User Development of Mobile Mashups Maristella Matera, Matteo Picozzi, Cinzia Cappiello
2 Introduction and motivations spread of mobile devices huge number of services Mobile improved HW and SW technologies powerful communication networks web mashup Web modularity and reuse easy access to data data Integration application integration user interface integration Development of ad hoc mobile applications limited expertise in technologies User situational needs desire of participating to content and apps creation 2
3 Introduction and motivations spread of mobile devices huge number of services Mobile improved HW and SW technologies powerful communication networks web mashup Platform for lightweight, user-driven service composition Web modularity and reuse easy access to data data integration application integration user interface integration limited expertise in technologies User situational needs (M)EUD Mobile End-User Development desire of participating to content and apps creation MobiMash 2
4 Mobile Mashups Web Mashups: modular and composable flexibile vertical contingent Mobile Apps: access to OS (agenda, calendar,..) HW (GPS, camera,..) Mobile Mashups native mobile applications data integration remote/local services UI component synchronization (M)EUD 3
5 MobiMash Design Environment (DE) Execution Engine (EE) Configuration Server 5
6 Data integration Process for data integration [1]: data samples retrieved from sources and local schema representation Visual Source Data Sampling Classic Source schema reverse engineering Visual template Selection Global schema definition Visual mapping Mapping between sources and global schema Rules file generation Data views generation [1] J. Bleiholder and F. Naumann. Data fusion. ACM Comput. Surv., 41(1), task for expert users task for non expert users automatic task 7
7 Data integration Process for data integration [1]: data samples retrieved from sources and local schema representation Visual Source Data Sampling Classic Source schema reverse engineering implicit definition of the global schema through the selection of a Visual Template Visual template Selection Global schema definition Visual mapping Mapping between sources and global schema Rules file generation Data views generation [1] J. Bleiholder and F. Naumann. Data fusion. ACM Comput. Surv., 41(1), task for expert users task for non expert users automatic task 7
![Data integration Process for data integration [1]: data samples retrieved from sources and local schema representation Visual Source Data Sampling Classic Source schema reverse engineering implicit](/docs-images/81/82677029/images/8-1.jpg "definition of the global schema through the selection of a Visual Template Visual template Selection Global schema definition mapping between the source local schema and the global schema through")
8 Data integration Process for data integration [1]: data samples retrieved from sources and local schema representation Visual Source Data Sampling Classic Source schema reverse engineering implicit definition of the global schema through the selection of a Visual Template Visual template Selection Global schema definition mapping between the source local schema and the global schema through XPath queries on the source result sets Visual mapping Mapping between sources and global schema Rules file generation Data views generation [1] J. Bleiholder and F. Naumann. Data fusion. ACM Comput. Surv., 41(1), task for expert users task for non expert users automatic task 7
9 Data integration Process for data integration [1]: data samples retrieved from sources and local schema representation Visual Source Data Sampling Classic Source schema reverse engineering implicit definition of the global schema through the selection of a Visual Template Visual template Selection Global schema definition mapping between the source local schema and the global schema through XPath queries on the source result sets generation of the rules for the automatic instantiation of the mobile application Visual mapping Rules generation Mapping between sources and global schema Data views generation [1] J. Bleiholder and F. Naumann. Data fusion. ACM Comput. Surv., 41(1), task for expert users task for non expert users automatic task 7
10 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation 8
11 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Selection of data sources from the platform repository Data sources: RESTful service returning an XML document (data.xml) Tree Legend tag name attribute name data value Tree-based rapresentation q=chicago& format=xml& num_of_days=4& key=5ada3838de Tree based representation of the source local schema and a sample of the service data instances. data.xml 9
12 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Visual Template (VT): a UI-based representation of the way data can be rendered in the application under construction. title detail VT= <vr1,vr2,...,vrn> vrk : visual renderer, it renders data items extracted by data sources image subtitle a) union sub-template: {vrk} k=1,...,m b) merge sub-template: {vrk} k=m+1,...,n a) b) 10
13 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Visual mapping, to fill out: union sub-template merge sub-template Synchronization with additional UI components 11
14 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Visual mapping, to fill out union sub-template merge sub-template Drag&drop actions map attributes on the visual renderers in the union subtemplate Synchronization with additional UI components 11
15 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Visual mapping, to fill out union sub-template merge sub-template Synchronization with additional UI components Drag&Drop actions map attributes on the visual renderers in the merge subtemplate 11
16 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Visual mapping, to fill out union sub-template merge sub-template Synchronization with additional UI components UI Component: a component equipped with their own UI, through which the user interacts with the underlying service (e.g., Google Maps). Binding: synchronization of the unified data view (merge sub-template) with UI components. - Remote binding: it involves remote services - Local binding: it involves services local to the mobile device (e.g., Android applications) Definition of synchronization binding, by dragging service icon on merge visual renderer 11
17 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation S= {s1,s2,s3,..,sj}: set of available data sources M(si.h) vrk: mapping function si.h: attribute of the i-th data source ls(si): local schema, i.e., reduction of the source schema according to the selection of attributes operated through the visual mapping - si.h uls(si) : si.h uvrk - si.h mls(si) : si.h mvrk 11
18 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Application Schema Service Data-Layer Presentation Layer Mobile Mashup Model Service-Binding-Layer application-schema.xml 12
19 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Application Schema Service Data-Layer Presentation Layer Mobile Mashup Model Service-Binding-Layer <sources> <category name= Concerts icon=.. > <source name= Last.fm url=.. > <operation> <param name= location label= Luogo type= input > Chicago</param>.. </operation> </source> <source name= Upcoming... >... </source> </category>.. </sources> application-schema.xml 12
20 Data integration process Source Data Sampling Visual Template Selection Visual Mapping Rules File Generation Application Schema Service Data-Layer Presentation Layer Mobile Mashup Model Service-Binding-Layer <union> <vr name= Title type= Text > <data source= Last.Fm query= /events/title /> <data source= Upcoming query= /> </vr> <vr name= Subtitle type= Text > <data source= Last.Fm query= /venue/name /> <data source= Upcoming query= /> application-schema.xml.. </union> </vr> <vr name= Image type= Image > <data source= Last.Fm query= /venue/image /> <data source= Upcoming query= /> </vr> 12
21 Data integration process Source Data Sampling Visual Template Selection Application Schema Service Data-Layer Presentation Layer Visual Mapping Rules File Generation Mobile Mashup Model application-schema.xml Service-Binding Layer <merge> </merge> <vr name= Stato priority= 0 type= Text source= Last.Fm query=.. binding= twitter flickr wiki /> <vr name= Città priority= 1 type= Text source= Last.Fm query=.. binding= twitter flickr wiki /> <vr name= Telefono priority= 2 type= Text source= Last.Fm query=.. binding= dialer addressbook /> <vr name= Città priority= 0 type= Text source= Upcoming query=.. binding= twitter flickr wiki /> <vr name= Indirizzo priority= 1 type= Text source= Upcoming query=.. binding= map />... 12
22 Data integration process Source Data Sampling Visual Template Selection Application Schema Service Data-Layer Presentation Layer Service Binding-Layer Visual Mapping Rules File Generation Mobile Mashup Model <filters> <list-size> true </list-size> <search> true </search> </filters> application-schema.xml 12
23 Data fusion on-demand (OFF) The union sub-template includes the union of all the instances extracted through the mapping query by the involved services. Last.Fm When a specific instance is selected from the list, the user can explore the data in the corresponding merge sub-template no fusion is applied for similar instances c) Merge sub-template Upcoming a) Union sub-template b) Merge sub-template (ON) Fusion at runtime of the data instances deriving from different services and mapped on the same visual template. Global Schema: built on demand (at runtime) using the set of attributes in the union sub-template, uls(s i ), plus the union of all the attributes associated in the different merge sub-templates, mls(s i ) 13
24 Data fusion on-demand Data Fusion on-demand : a) Union sub-template b)merge sub-template after data-fusion duplicate detection data fusion Duplicate identification duplicate elimination c) Union sub-template after duplicate elimination and conflict resolution 14
25 Data fusion on-demand Data Fusion on-demand: a) Union sub-template b)merge sub-template after data fusion duplicate detection data fusion duplicate elimination Duplicate identification si.x sj.y - Similarity evaluation: Chapman s Soundex metrics Sim(si.x, sj.y) s: s >= mls(si.x) e mls(sj.y) fused s < Renderin of the only mls(si.x) c) Union sub-template after duplicate elimination and conflict resolution 14
26 Data fusion on-demand Data Fusion-on-Demand: a) Union sub-template b)merge sub-template after data-fusion duplicate detection data fusion duplicate elimination Duplicate identification si.x sj.y - The merge sub-template of the selected instance will collect all the details of the instances found as similar at step (1) (duplicate detection) c) Union sub-template after duplicate elimination and conflict resolution 14
27 Data fusion on-demand Data Fusion-on-Demand: a) Union sub-template b)merge sub-template after data-fusion duplicate detection data fusion duplicate elimination Duplicate identification si.x sj.y - Elimination of the duplicate instances after conflict resolution: image not present different sub-titles - conflict resolution (and completion): based on a priority assigned to the services when the application is designed (data from high priority services are privileged) c) Union sub-template after duplicate elimination and conflict resolution 14
28 Architecture: Execution Engine 16
29 Architecture: Execution Engine 16
30 Architecture: Execution Engine 16
31 Architecture: Execution Engine 16
32 Architecture: Execution Engine 16
33 Architecture: Execution Engine 16
34 Architecture: Execution Engine 16
35 Architecture: Design Environment 15
36 Architecture: Design Environment 15
37 Architecture: Design Environment 15
38 Architecture: Design Environment 15
39 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
40 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
41 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
42 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
43 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
44 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
45 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
46 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
47 Execution of the Mobile Mashup Mashup selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
48 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
49 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
50 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
51 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
52 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
53 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
54 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
55 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
56 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
57 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
58 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
59 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling data fusion on-demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
60 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
61 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
62 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
63 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
64 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
65 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
66 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
67 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
68 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
69 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
70 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
71 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
72 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
73 Execution of the Mobile Mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
74 Execution of the mobile mashup Mashup Selection Data sources selection Modification of data source parameters Enabling Data Fusion On-Demand List (union sub-template) Details (merge sub-template) Binding - Remote bindings: Wikipedia, Youtube, GoogleMaps, Flickr, Twitter - Local bindings: dialer 17
75 Average Time (sec) Validation: Performance of the mobile application Test performed on a Samsung Galaxy SII, dual-core processor (1.2 GHz ARM Cortex- A9) and 1GB RAM Data fusion execution time: 10 Average time for data fusion with varying numbers of data items T_avg(100,2) = 4,9 sec T_avg(100,3) = 4,02 sec T_avg(200,2) = 9,31 sec T_avg(200,3) = 6,71 sec No of returned data items data fusion-on-demand, 3 services data fusion-on-demand, 2 services 18
76 Average time (sec) Validation: Performance of the mobile application Test performed on a Samsung Galaxy SII, dual-core processor (1.2 GHz ARM Cortex- A9) and 1GB RAM Download time List download 16, , , ,77 4,43 6, web service (40 items) 2 web services (80 items) 3 web services (120 items) 3G Wi-fi Downloaded Items in the List G 7,79 11,70 16,15 Wi-Fi 2,77 4,43 6,15 18
77 Average time (sec) Validation: performance of the mobile application Test performed on a Samsung Galaxy SII, dual-core processor (1.2 GHz ARM Cortex- A9) and 1GB RAM Download time 12 Download for the Remote Binding View 10, ,16 8 5,70 6 6,67 5,96 4 2,20 2 2,88 3, views 2 views 3 views 4 views 3G Wi-fi Download Item List n of Remote Binding Views G 7,79 5,70 11,70 6,67 16,15 9,16 10,54 Wi-Fi 2,77 2,20 4,43 2,88 6,15 3,54 5,96 18
78 Time [sec] Validation: formative evaluation with users User sample: 10 user divided into two groups: expert users (eu) and non-expert users (neu). Test Methodology: 2 tasks (A e B) with an incremental complexity (time and number of steps measured). HP: our method enables both expert users and non-expert users to achieve a good performance as app creators Efficiency Task A: - Average time [min] ( neu = 3.83; eu = 4.22) - Wilcoxon-Mann (U = 15.5, p =.55) Task B: - Average time [min] (neu = 8.61; eu = 7.99) - Wilcoxon-Mann (U = 17, p =.42) Time to tackle design sub-activities service selection union merge binding saving running Sub-activity Task A: non expert user Task B: non expert user Task A: expert user Task B: expert user 19
79 No of Steps Step Time Validation: formative evaluation with users Efficiency Task A: 12 Steps for tackling the design sub-activities - Average time [min] ( neu = 3.83; eu = 4.22) - Wilcoxon-Mann (U = 15.5, p =.55) 10 8 Task B: - Average time [min] (neu = 8.61; eu = 7.99) - Wilcoxon-Mann (U = 17, p =.42) Task A: - Average no of steps [step] (neu = 24; eu = 21.6) service selection union merge binding saving running Sub-avtivity - Wilcoxon-Mann (U = 17,5, p =.31) Task B: - Average no of steps [step] (neu = 41.4; eu = 39.2) - Wilcoxon-Mann (U = 18, p =.31) Task A: non expert user Task B: non expert user Task A: expert user Task B: expert user 19
80 No of Steps Time Validation: formative evaluation with users Efficiency Task A: - Average time [min] (neu = 3.83; eu = 4.22) - Wilcoxon-Mann (U = 15.5, p =.55) Task B: - Average time [min] (neu = 8.61; eu = 7.99) - Wilcoxon-Mann (U = 17, p =.42) Task A: - Average no of steps [step] (neu = 24; eu = 21.6) - Wilcoxon-Mann (U = 17,5, p =.31) Task B: - Average no of steps[step] (neu = 41.4; eu = 39.2) - Wilcoxon-Mann (U = 18, p =.31) There is no empirical evidence against our hp: the behaviour of non-expert users is comparable to the one of expert users 19
81 Validation: post-test satisfaction questionnaire A satisfaction questionnaire was filled out by each user after the experimental tasks Ease of use - Internal reliability: α = 0.81 (0.8<α<0.9 - very good) - Average = 3.7, mins.e. = 0.39 (values between 0 and 5) - No significant difference for the two user groups (t(46) =.875, p =.39) Tasks were accomplished easily; User satisfaction Users felt very satisfied - Internal reliability: α = 0.73 (0.7<α<0.8 - good) - Average = 4.28, mins.e.= Tool evaluation (1-10) : average = 8.3, mins.e.= Self-confidence on the achieved results = 92%,, mins.e = Satisfaction as composers of Mobile Apps (1-4) : average = 3.4, mins.e.=
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