In applications with very limited labeled data, sentiment classifier performance can be improved by replacing L in (6) with the nor-malized Laplacian Ln or with a power of this matrix Lnk.
The bag-of-words model does not consider word order and other words in a sentence, and it has a limited sense of word sentiment.
An activist agency such as CPRIT would seem, at first glance, to be an aberration for a state with a fondness for limited government, anti-spending sentiments, and a Tea Party senator in Ted Cruz.
Graphic designer Corinna Loo echoed De Jesus's sentiments about limited color palates, weighting certain words, and the importance of contrast, but also made it clear that a sign-making endeavor doesn't require a trip to Michael's.
It is a common sentiment among the limited number of Alawites who have publicly joined the revolution.
Though deep neural models are powerful in theory, only limited improvements are achieved on sentiment analysis compared with traditional BOW with weighting schemes.
The emotion lexicons constructed in the current study will serve as an important reference for future research on emotion and language, including (but not limited to) topics related to sentiment detection and analysis, perception of affective language, and cross-regional lexical and semantic variation in Chinese.
"Not only is [traditional sentiment analysis] of limited accuracy – there is too high an incidence of false results – but it also fails to relate the intensity of the reaction and therefore leaves you thinking 'so what?'", said Steve Leigh, partner and co-founder at UK firm Reputation Consultancy.
Even so, he was henceforth identified as a rare breed in politics: one who believed in the Democratic Party's principles of states' rights and limited government, but whose anti-secessionist sentiment was unimpeachable.
Winfield Scott Hancock represented an unusual confluence in the post-war nation: a man who believed in the Democratic Party's principles of states' rights and limited government, but whose anti-secessionist sentiment was unimpeachable.
