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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Meghan Downs
Lowell, US
★★★★★ 5
So much fun!
Format: Hardcover
A hilarious book that keeps pages turning to see which wild pet will be next
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Reviewed in the United States on February 26, 2023
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Gabby
Cuba, US
★★★★★ 5
As good As It Get
Format: Kindle
I read the second book in this cottage series about smart town/village life in the Cotswolds before this first one. Both are so very very good and touching. Can't wait to read the third one in this series. These sapphic HEA romances are as good as it gets.
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Reviewed in the United States on November 11, 2025
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HM Kidd
Dallas, US
★★★★★ 4
Sweet, Escapist, and Good Characters
Format: Kindle
I enjoyed the setting of this book. I love a book with a good sense of place. The chemistry between the characters was good and built through the story, I thought the book could have benefited from heavier editing. I appreciated the good dialogue, but it seemed unnecessarily copious at times, putting a drag on the forward motion of the story. Worth my time - absolutely.
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Reviewed in the United States on September 18, 2019
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Jewels
Whiting, US
★★★★★ 5
Bravo!
Format: Kindle
"For two people who love words, we f***ing suck at communication." These words, uttered near the end of the book, really describe the relationship between Josie and Harriett (Harry). They have both built their careers on the crafting of words, but when it comes to them communicating with each other, there are many misunderstandings, foot-in-mouth moments, and missed opportunities to say how they feel. That, along with each one's hesitation to make the first move, causes the sexual tension to build and build, so when they finally do get together... well, you don't want to miss that! The contrast of Josie, the American, and Harry, the Brit, is fun. The story is heart-warming. The banter is enjoyable and doesn't seem like it's just filling space in the book. The supporting characters are colorful and have depth. I really enjoyed it, so I say, "Bravo, TB Markinson! A standing ovation from me!"
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Reviewed in the United States on November 3, 2019
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Nancy Fobare
Whiting, US
★★★★★ 5
Great series!
Format: Kindle
I absolutely loved this entire series. All of the stories were lovely & very "real". I have read several books by all of these authors but none have been quite like these three. There was an extra sentiment of sunny & joy in these books. I don't know if it was the setting (the Cotwolds are such a delight) or they were all just "in the zone" but it was a delightful experience. Highly recommend!!
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Reviewed in the United States on April 22, 2022

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