The definition of ‘neighbor’ was very different in the bible compared to how Americans have come to understand and define the word ‘neighbor.’ In our present day context, a neighbor is someone who lives either next door to you, or within your cul-de-sac.  However, the biblical definition of a neighbor were those to whom you had a personal responsibility to show mercy and compassion towards (Leviticus 19).  For today’s transmission, watch this testimony of Lacey Sturm.  As you watch, consider the ways in which different people were used of God to be a neighbor for her, where they felt a personal responsibility to either preach or pray God’s compassionate heart towards her.  Also, consider the depth of God’s mercy and compassion as she shares the gospel—of the way Jesus rescued her.

https://billygraham.org/video/lacey-sturms-story/

-GK

Dissertation Defense

Deep Representation of Lyrical Style and Semantics for Music Recommendation

Abhay L. Kashyap

11:00-1:00 Thursday, 20 July 2017, ITE 346

In the age of music streaming, the need for effective recommendations is important for music discovery and a personalized user experience. Collaborative filtering based recommenders suffer from popularity bias and cold-start which is commonly mitigated by content features. For music, research in content based methods have mainly been focused in the acoustic domain while lyrical content has received little attention. Lyrics contain information about a song’s topic and sentiment that cannot be easily extracted from the audio. This is especially important for lyrics-centric genres like Rap, which was the most streamed genre in 2016. The goal of this dissertation is to explore and evaluate different lyrical content features that could be useful for content, context and emotion based models for music recommendation systems.

With Rap as the primary use case, this dissertation focuses on featurizing two main aspects of lyrics; its artistic style of composition and its semantic content. For lyrical style, a suite of high level rhyme density features are extracted in addition to literary features like the use of figurative language, profanity and vocabulary strength. In contrast to these engineered features, Convolutional Neural Networks (CNN) are used to automatically learn rhyme patterns and other relevant features. For semantics, lyrics are represented using both traditional IR techniques and the more recent neural embedding methods.

These lyrical features are evaluated for artist identification and compared with artist and song similarity measures from a real-world collaborative filtering based recommendation system from Last.fm. It is shown that both rhyme and literary features serve as strong indicators to characterize artists with feature learning methods like CNNs achieving comparable results. For artist and song similarity, a strong relationship was observed between these features and the way users consume music while neural embedding methods significantly outperformed LSA. Finally, this work is accompanied by a web-application, Rapalytics.com, that is dedicated to visualizing all these lyrical features and has been featured on a number of media outlets, most notably, Vox, attn: and Metro.

Committee: Drs. Tim Finin (chair), Anupam Joshi, Tim Oates, Cynthia Matuszek and Pranam Kolari (Walmart Labs)

The post PhD defense: Deep Representation of Lyrical Style and Semantics for Music Recommendation appeared first on Department of Computer Science and Electrical Engineering.

The Chronicle of Higher Education has just named UMBC one of the nation’s top academic workplaces for the eighth year in a row. UMBC is one of 18 large universities from across United States to be recognized on the “Great Colleges to Work For” list, and one of just ten large universities to be featured on the distinguished “honor roll” for institutions that excel in nearly every measured category.

The Chronicle develops its list annually based on workplace policies and findings from a robust survey that asks faculty, staff, and administrators to rate their workplaces on a variety of factors. The publication’s 2017 survey received responses from more than 45,000 employees of 155 four-year and 77 two-year institutions nationwide (see methodology).

This is the sixth consecutive year that the Chronicle has featured UMBC on its prized “honor roll” list, thanks to UMBC’s high ratings in the following categories:

• Collaborative Governance
• Compensation & Benefits
• Confidence in Senior Leadership
• Facilities, Workspace & Security
• Job Satisfaction
• Professional/Career Development
• Respect and Appreciation
• Supervisor/Department Chair Relationship
• Teaching Environment (Faculty Only)
• Tenure Clarity & Process (Faculty Only/4-year Only)
• Work/Life Balance

This recognition affirms that “UMBC is a community that truly cares about people,” says President Freeman Hrabowski. He shared with the Chronicle:

Our faculty, staff, and students believe that excellence and inclusiveness can — and must — go hand in hand. That conviction forms the core of our teaching-and-learning philosophy and has made us one of the most innovative universities in the country. People know that they can take risks because even if they fail, this community will be supportive.

In other recent rankings news, both Forbes and Money magazines also just recognized UMBC as a “great investment” for students. 

Photo by Marlayna Demond ’11 for UMBC.

The Chronicle of Higher Education has just named UMBC one of the nation’s top academic workplaces for the eighth year in a row. UMBC is one of 18 large universities from across United States to be recognized on the “Great Colleges to Work For” list, and one of just ten large universities to featured on the distinguished “honor roll” for institutions that excel in nearly every measured category.

The Chronicle develops its list annually based on workplace policies and findings from a robust survey that asks faculty, staff, and administrators to rate their workplaces on a variety of factors. The publication’s 2017 survey received responses from more than 45,000 employees of 155 four-year and 77 two-year institutions nationwide.

This is the sixth consecutive year that the Chronicle has featured UMBC on its prized “honor roll” list, thanks to UMBC’s high ratings in the following categories:

Collaborative Governance
Compensation & Benefits
Confidence in Senior Leadership
Facilities, Workspace & Security
Job Satisfaction
Professional/Career Development
Respect and Appreciation
Supervisor/Department Chair Relationship
Teaching Environment (Faculty Only)
Tenure Clarity & Process (Faculty Only/4-year Only)
Work/Life Balance

This recognition affirms that “UMBC is a community that truly cares about people,” says President Freeman Hrabowski. He shared with the Chronicle:

Our faculty, staff, and students believe that excellence and inclusiveness can — and must —�� go hand in hand. That conviction forms the core of our teaching-and-learning philosophy and has made us one of the most innovative universities in the country. People know that they can take risks because even if they fail, this community will be supportive.

In other recent rankings news, both Forbes and Money magazines also just recognized UMBC as a “great investment” for students. 

My name is Lamos and I am looking for a room with private bathroom for this coming fall semester or anything clean and nice. Call or text at any time if you have or know someone that have one. 443-929-6937 ljalloh1@umbc.edu.

That’s me! And my body.

A reflection on body acceptance and positivity while being a part of a water ballet by Special Projects Coordinator, Amelia Meman.

I tend to not write about my body much. It’s not that I don’t think about it. I’m preoccupied by it, actually. Rather, it’s that I don’t want to continue to bring attention to something that seems, to me, like a glaring error that folks can already pick apart.

It’s not just that I’m sort of fat. I am fat, and that’s something I’ve been able to tease out through years of BMI charts. There’s also everything else: I’m broad shouldered, hairy, weirdly proportioned, and I have a really large tongue. I have weird chubby baby cherub hands and my feet are callused because I use them to climb (read: fall out of) trees.

I could spend many more words on my weirdo body (as I’m sure many others could, too), but this summer I signed up to be in Fluid Movement’s annual water ballet, and now I am actually proud of what my body does. It’s a weird and foreign feeling for me–being proud of my body. After I have somersaulted and tread water for an hour and pin-wheeled and held people’s ankles while floating like perverse otters, I think I’m starting to really love this body.

One of my favorite performances, a water ballet inspired by Jeff Goldblum’s The Fly (1986). Photo retrieved from facebook.com/FluidMovementWB/

See, Fluid Movement’s water ballets are magic. They’ve been going on for almost 20 years now and they’re characterized by unabashed silliness, a heaping ton of glitter, and diverse folks from all over the place coming together in Baltimore’s public pools to dance in water.

I first heard about them through, who else, but my former professor and all-around life hero Dr. Kate Drabinski who had thought of me for their 2014 production of the War of 1812. I wasn’t able to do it, nor did I make it to the show, but I followed their page on Facebook, only to find out that the next year they were doing a water ballet inspired by the life of Jeff Goldblum. I know. They’re amazing. Anyways, my best friend Susie and I went to this show, and we couldn’t keep from crying in awe at how wonderful this whole thing was. We vowed to join the troupe. Now it’s 2017 and we’re starring in the [The Scottish Play] in this summer’s Sharkespeare production.

Poster designed by Justine Jones. Buy tickets to a performance here: https://www.mt.cm/events?title=Sharkespeare

Let me tell you about the phenomenon of being in a water ballet troupe with strangers: it is weird, it is awkward, it is incredible.

We started out doing land rehearsals and really spotting the whole production out. We would meet up at the Clifton Park Mansion where folks brought Jell-O Jigglers and clementines, and we would try our best to remember each other’s names. It felt a lot like marching band camp–we would move to the music, find spots, spin in circles, all that. Everyone was dressed in whatever they had come from work in or they had on some iteration of a “dealing with Baltimore heat” get up. It was all very comfortable and simple, but as we neared pool opening season, I became increasingly anxious.

I knew I would have to eventually strip down to a bathing suit and get in the water, but I still wasn’t all that ready when we finally did. It wasn’t just the bathing suit and all of the flesh it exposed, but that I was not a swimmer. Although I have a piscean affinity for being in water, I wasn’t some sort of avid water sportsperson. I only knew how to freestyle because I was obsessed with Michael Phelps’s arm flap stretch.

I was really afraid that not only would my body not work visually, but that it wouldn’t work physically.

But I think everyone was entering the pool with similar preoccupations. What if my body is too fat or too skinny? What if my butt is exposed? What if I can’t make it through the whole practice? What if I’m the first person to ever drown during a performance?

Getting in the water and futzing around with all of these other people who are just as adorably inelegant but enthusiastic as I am was the turning point. Many of us were new and doing something as simple as laying out was frustrating. But our directors were patient. Other folks who were returning to water ballet guided us through the moves. We kicked at each other and quickly apologized, only to laugh, because water ballet is just a very intimate activity. You trust and appreciate each other quickly, when you have to make a pentagram by spread eagle-ing in formation.

Otters are the original water ballerin(x)s.

The other night at practice was unusually hard. We were in a different pool, I had had a long day. The water was also choppy because a water aerobics battalion had blasted their way through enough EDM and disco to make a club tired. I inhaled quite a bit of water (use a noseclip, kids) and my mind was exhausted. But even after everyone started getting ready to leave, I stayed in the water, egg beatering, sculling, and flipping around. I kicked at the water and propelled up and out, I whipped my arms in circles and somersaulted, I folded my body and sunk slowly down. My body does all of this. It’s capable of learning and exerting force and taking up space and being–of all things–beautiful.

Yes, the visual idiosyncrasies of my body are still here, but so are everybody else’s and I like everybody else’s. I like the dimples of cellulite if you have them. I like that “hip dip,” I like your hair (whether it’s on your head, your chest, your legs, your toes), I like the way our boobs are oppositely asymmetrical. It doesn’t even really matter if I like them–I guess I just appreciate you for you and think you are beautiful.

Our body diversity (although fairly narrow as it is in this instance), our weird little eccentricities, our way of working together and genuinely appreciating each other; it’s all just another thing pushing me to earnestly fall in love with home, whether that’s Baltimore or my own body.

Resources and related posts:

Fluid Movement Website

Treat Your Body Lovingly: A Twelve-Step Program by Dan Willey

Unruly Bodies Class Blog

Note of Absence for 10/9/13 by Amelia Meman (when I was in Dr. Kate’s Unruly Bodies Class)