SKU: 52649492696

Opinion Mining for Software Development

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Description

Opinion Mining for Software DevelopmentOpinion mining, which uses computational methods to extract opinions and sentiments from natural language texts, can be applied to various software engineering (SE) tasks. For example, developers can mine user feedback from mobile app reviews to understand how to improve their products, and software team leaders can assess developers' mood and emotions by mining communication logs or commit messages. Also, the growing popularity of technical Q&A

Opinion mining, which uses computational methods to extract opinions and sentiments from natural language texts, can be applied to various software engineering (SE) tasks. For example, developers can mine user feedback from mobile app reviews to understand how to improve their products, and software team leaders can assess developers' mood and emotions by mining communication logs or commit messages. Also, the growing popularity of technical Q&A websites (e.g., Stack Overflow) and code-sharing platforms (e.g., GitHub) made available a plethora of information that can be mined to collect opinions of experienced developers (e.g., what they think about a specific software library). The latter can be used to assist software design decisions.

However, such a task is far from trivial due to three main reasons: First, the amount of information available online is huge; second, opinions are often embedded in unstructured data; and third, recent studies have indicated that opinion mining tools provide unreliable results when used out-of-the-box in the SE domain, since they are not designed to process SE datasets.

Despite all these challenges, we believe mining opinions from online resources enables developers to access peers' expertise with ease. The knowledge embedded in these opinions, once converted into actionable items, can facilitate software development activities.

We first investigated the feasibility of using state-of-the-art sentiment analysis tools to identify sentiment polarity in the software context. We also examined whether customizing a neural network model with SE data can improve its performance of sentiment polarity prediction. Based on the findings of these studies, we proposed a novel approach for recommending APIs with rationales by mining opinions from Q&A websites to support software design decisions. On the one hand, we shed light on the limitations researchers face when applying existing opinion mining techniques in SE context. On the other hand, we illustrate the promise of mining opinions from online resources to support software development activities.

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SKU: 52649492696

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4.6 ★★★★★
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K
Verified Purchase
Ken Hill
Natrona Heights, US
★★★★★ 5
Very informative and well written. Check out Phrasing.
Format: Kindle
Very informative and well written. I especially like the concept of Phrasing as an aid to meditating on the Word. I don't know Greek and got a lot of value out of it.
WAS THIS REVIEW HELPFUL?YesReportShare
Reviewed in the United States on August 3, 2017
J
Verified Purchase
J. Jarvis
New York, US
★★★★★ 5
accessible Greek for all
Format: Paperback
I got this book for my wife, who is a complete Greek novice. She enjoys it. And it is accessible for her. The book is divided into three sections, where each section gives an increasingly in depth summary of nt Greek. This is a great idea; if you only want to know the basics, do section 1. If you want to know a little more, perhaps do section 2 as well. Section 3 starts to get into the basics that you would hit in a first year text book. This is not a replacement for a first year textbook; this is for someone who doesn't want to commit to a first year textbook. For a extra fee, you can order helpful videos done by the author himself.
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Reviewed in the United States on May 31, 2014
H
Verified Purchase
Henry R. Ford
Lexington, US
★★★★★ 5
Thank you for excellent service. This book is very informational and written ...
Format: Paperback
Thank you for excellent service. This book is very informational and written in a clear and understandable manner. I have not completed reading it yet, but so far I am enjoying it.
WAS THIS REVIEW HELPFUL?YesReportShare
Reviewed in the United States on December 31, 2015
A
Verified Purchase
AL
Alexandria, US
★★★★★ 4
VERY GOOD FOR ITS PURPOSE, SOME RESERVATIONS
Format: Paperback
To same space, WM= William Mounce. BBG=Basic Biblical Greek Grammar. This is an expanded edition of the earlier book of the same name. One will recognize many elements of the author's BBG, but this is more of "how to use Greek for exegesis" so it doesn't have a lot of paradigms etc. WM even puts in the "professor" character from the BBG 3rd ed. He has chapters on word studies, translations, textual criticism, advice on how to use commentaries, etc. It's written at an elementary level so it's an excellent guide for someone just wanting to understand more deeply the scriptures, or to check the accuracy of translations. If one wants to go more in depth, he/she can consult the intermediate grammars like Gerald L. Stevens or Wallace (that one is really detailed!). WM divides the book into sections of increasing depth - Fundamental Greek, Church G., & Functional G. He deals with verbal aspect in several places. He says tenses do have the time element in the indicative mood, but it's second to aspect. Outside the indicative, only aspect is a factor. The 3 are UNDEFINED, CONTINUOUS, and (traditional perfect) complete w/ continuing results. Whether the traditional perf/pluperfect is THE meaning of the tense, or an aktionsart, I will leave to the reader. Sometimes these 2 tenses represent a state. The traditional perfect is there much of the time, determined by the meaning of the verb and context. One should look at how the verbs are actually used (sometimes it's really hard to tell why the perfect was used). Perhaps the old proverb applies to Greek i.e. "the only hard and fast rule, is that there are NO hard and fast rules". The book is helpful for students of the word. One can learn the plan of salvation from good translations, but knowledge of the Greek can answer questions, like the seeming contradiction between (ROM 3:23 & 1 JOHN 1:08,10) with (1 JOHN 3:06,09). Or the question of why Jesus told Thomas to touch Him, but said to Mary "touch Me not" in (JOHN 20:17). Understanding the (normally) continuous/repeated of action of the present tense can answer these questions. I believe the book has a few flaws (thus 4 stars). I think WM gets some things wrong, like when he says a commentator should never say something in the Bible is clear or obvious. One might say this about figurative language - like REVELATION, but if the Bible isn't clear about say, what one must do to go to Heaven, then what's the point? Also WM says on pg 126 (2nd "dot") a student can't "argue" with a commentator or a translator - he/she doesn't know enough Greek. One doesn't have to be a scholar to be able to see when someone is putting in his/her own theology (at least there are enough clear passages in the Bible that one shouldn't have to). The great scholar A.T. Robertson mentions this on pg 389 of his "big book" - there comes a point when grammar stops and theology takes over. Even WM says there're commentaries he doesn't recommend. I recommend the book. As to the few problems, always remember what Douglas K. Stuart said in his book on commentaries "just because one is a PHD, doesn't NECESSARLY mean that he/she is right and you're wrong". Always let the Bible speak for itself.
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Reviewed in the United States on March 9, 2015
J
Verified Purchase
Jarvis Hearn
Battle Creek, US
★★★★★ 5
Greek for the Rest of Us
Format: Paperback
I wish I had had this book when I first started New Testament Greek back many years ago. (I'm sure my grades would have been better, and my understanding much better.) I got this book to brush up on my Greek and it has helped a great deal.
WAS THIS REVIEW HELPFUL?YesReportShare
Reviewed in the United States on January 10, 2014

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