Abstract: In one or more embodiments of the present invention, a method modifies a graphical user interface (GUI) for an application to improve GUI usability. One or more processors identify a non-intuitive icon on a current graphical user interface (GUI) The processor(s) match the non-intuitive icon to a traditional icon that performs a same function as the non-intuitive icon when selected by a user. The processor(s) replace the non-intuitive icon with the traditional icon on the current GUI.

Abstract: In one or more embodiments of the present invention, a method modifies a graphical user interface (GUI) for an application to improve GUI usability. One or more processors identify a non-intuitive icon on a current graphical user interface (GUI) The processor(s) match the non-intuitive icon to a traditional icon that performs a same function as the non-intuitive icon when selected by a user. The processor(s) replace the non-intuitive icon with the traditional icon on the current GUI.

Abstract: A computer-implemented method modifies a graphical user interface (GUI) for an application to improve GUI usability. One or more processors identify a current GUI that is utilized by a current software application. The processor(s) match the current GUI to other GUIs that have a same function, semantics, and context of the current GUI. The processor(s) identify a top-k active field used by the other GUIs, and match a function of a current active field from the current GUI to a function of the top-k active field used by the other GUIs. In response to a visual appearance of the current active field from the current GUI not matching a visual appearance of the top-k active field used by the other GUIs, the processor(s) replace the current active field with the top-k active field in the current GUI in order to improve usability of the current GUI.

Abstract: A computer-implemented method modifies a graphical user interface (GUI) for an application to improve GUI usability. One or more processors identify a current GUI that is utilized by a current software application. The processor(s) match the current GUI to other GUIs that have a same function, semantics, and context of the current GUI. The processor(s) identify a top-k active field used by the other GUIs, and match a function of a current active field from the current GUI to a function of the top-k active field used by the other GUIs. In response to a visual appearance of the current active field from the current GUI not matching a visual appearance of the top-k active field used by the other GUIs, the processor(s) replace the current active field with the top-k active field in the current GUI in order to improve usability of the current GUI.

Abstract: A method, system, and/or computer program product modifies a graphical user interface (GUI) for an application to improve usability of the current GUI. One or more processors build a graphical user interface (GUI) neural knowledge base to capture GUIs used by multiple software applications based on a function, semantics, and context of captured GUIs. The processor(s) identify a current GUI that is utilized by a current software application, and match the current GUI to captured GUIs that have a same function, semantics, and context as the current GUI. The processor(s) identify a top-k active field used by the captured GUIs, and match a function of a current active field to a function of the top-k active field. If the visual appearance of the current active field does not match the visual appearance of the top-k active field, the processor(s) replace the current active field with the top-k active field.

Abstract: A method, system, and/or computer program product modifies a graphical user interface (GUI) for an application to improve usability of the current GUI. One or more processors build a graphical user interface (GUI) neural knowledge base to capture GUIs used by multiple software applications based on a function, semantics, and context of captured GUIs. The processor(s) identify a current GUI that is utilized by a current software application, and match the current GUI to captured GUIs that have a same function, semantics, and context as the current GUI. The processor(s) identify a top-k active field used by the captured GUIs, and match a function of a current active field to a function of the top-k active field. If the visual appearance of the current active field does not match the visual appearance of the top-k active field, the processor(s) replace the current active field with the top-k active field.

Abstract: A computer-implemented method, system, and/or computer program product improves a functionality of a computing device by optimizing improvements to an application running on the computing device. Defects in an application identified by user reviews are prioritized by one or more processors to create a representational model of user reviews. A rating improvement to the application caused by changing the application to resolve complaints represented by top-k negative review representations that are clustered within the predetermined distance from the defect representation is predicted by the processor(s).