SE community - Githubissues

Many tools developed to support lit review. (No active learning involved, no attempt to let user review LESS docs)
Visual Text Mining (VTM) applied to assist lit review. (Unsupervised learning.) Among the four VTM papers (2007, 2010, 2012, 2014)

2007: closes to our target. use VTM to exclude some docs. Very small scale experiment (100 docs, 31 relevant). Can reduce the time taken for screening to 30% and retrieving 90% relevant docs.

2010: VTM is not used to assist screening but Systematic Mapping. VTM happens AFTER screening and is applied to visualize the included docs (as some clusters, similarity measurement) to assist mapping.

2012: VTM is used to assist screening. Not trying to reduce the num of docs need to review, but provide additional information to help user decide whether to include or exclude. Can slightly increase accuracy and slightly reduce time taken of screening.

2014: VTM is used to help update SLR. not related to screening.

timm commented 8 years ago

sounds likes you have a process map. e.g.

a lit review = a then b then c then do d until e then loop back to b then k . etc
{review,screening} ∈ {a,b,c,d,e,k,....}.

walking that map is like a phd. here is the big picture. here is this paper (best methods for "a") and future work will explore {b,c,d}

can you draw that map for me?

azhe825 commented 8 years ago

Big map is here.

Right now only focusing on primary study selection. Therefore only collected papers for this step.

I am still drawing one local map for primary study selection.

timm commented 8 years ago

good. a little verbose for a paper but a great phd road map. i we can get prof kraft to review (and slightly modify) this then we get a phd committee member for you . when u ge the hall results, we'll bring kraft up to critique

azhe825 commented 8 years ago

I am writing a 3 Section Version of the paper on sharelatex, it is not finished yet. Currently at the background section. Should I finish that first before getting prof Kraft review it?

timm commented 8 years ago

your call. sometimes i'm the brake on stuff. but unless i am going too slow, best show me stuff b4 kraft

so why not do this. do your stuff, send it to me, wait 2 days. if no feedback, send to kraft

ai-se / ML-assisted-SLR

SE community #19

About SLR

Overview

tools

VTM