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Articles 8401 - 8430 of 21221

Full-Text Articles in Social and Behavioral Sciences

Dynamics Of Social Interactions And Agent Spreading In Ant Colonies: Effects Of Environmental Events And Spatial Heterogeneity, Yun Kang Oct 2018

Dynamics Of Social Interactions And Agent Spreading In Ant Colonies: Effects Of Environmental Events And Spatial Heterogeneity, Yun Kang

Annual Symposium on Biomathematics and Ecology Education and Research

No abstract provided.


Some Results From A Two Population Model Of Capitalism, Juan Renova Oct 2018

Some Results From A Two Population Model Of Capitalism, Juan Renova

Annual Symposium on Biomathematics and Ecology Education and Research

No abstract provided.


The Santa Clara, 2018-10-04, Santa Clara University Oct 2018

The Santa Clara, 2018-10-04, Santa Clara University

The Santa Clara

No abstract provided.


How We Done It Good: Research Through Design As A Legitimate Methodology For Librarianship, Rachel Ivy Clarke Oct 2018

How We Done It Good: Research Through Design As A Legitimate Methodology For Librarianship, Rachel Ivy Clarke

School of Information Studies - Faculty Scholarship

“How we done it good” publications—a genre concerning project-based approaches that describe how (and sometimes why) something was done—are often rebuked in the library research community for lacking traditional scientific validity, reliability, and generalizability. While scientific methodologies may be a common approach to research and inquiry, they are not the only methodological paradigms. This research posits that the “how we done it good” paradigm in librarianship reflects a valid and legitimate approach to research. By drawing on the concept of research through design, this study shows how these “how we done it good” projects reflect design methodologies which draw …


Building Iot Based Applications For Smart Cities: How Can Ontology Catalogs Help?, Amelia Gyrard, Antoine Zimmermann, Amit P. Sheth Oct 2018

Building Iot Based Applications For Smart Cities: How Can Ontology Catalogs Help?, Amelia Gyrard, Antoine Zimmermann, Amit P. Sheth

Kno.e.sis Publications

The Internet of Things (IoT) plays an ever-increasing role in enabling smart city applications. An ontology-based semantic approach can help improve interoperability between a variety of IoT-generated as well as complementary data needed to drive these applications. While multiple ontology catalogs exist, using them for IoT and smart city applications require significant amount of work. In this paper, we demonstrate how can ontology catalogs be more effectively used to design and develop smart city applications? We consider four ontology catalogs that are relevant for IoT and smart cities: 1) READY4SmartCities; 2) linked open vocabulary (LOV); 3) OpenSensingCity (OSC); and 4) …


Academic Job Tips By Costanza Rampini - Phone Interview, Costanza Rampini Oct 2018

Academic Job Tips By Costanza Rampini - Phone Interview, Costanza Rampini

Faculty Publications, Environmental Studies

If you are on the academic job market, particularly in the fields of environmental studies/geography, I would be happy to share tips and questions from phone and on-campus interviews. I realize that Ph.D. advisors should provide this type of coaching, but they don't always do it...and some haven't been on the job market for a long time. It helps to speak to someone who just went through it...and has fresh notes from it! I was so much more prepared and had much more articulated answers by the time I had my 8th phone interview as compared to my first. Some …


Preferences (Partial Pre-Orders) On Complex Numbers -- In View Of Possible Use In Quantum Econometrics, Songsak Sriboonchitta, Vladik Kreinovich, Olga Kosheleva Oct 2018

Preferences (Partial Pre-Orders) On Complex Numbers -- In View Of Possible Use In Quantum Econometrics, Songsak Sriboonchitta, Vladik Kreinovich, Olga Kosheleva

Departmental Technical Reports (CS)

In economic application, it is desirable to find an optimal solution -- i.e., a solution which is preferable to any other possible solution. Traditionally, the state of an economic system has been described by real-valued quantities such as profit, unemployment level, etc. For such quantities, preferences correspond to natural order between real numbers: all things being equal, the more profit the better, and the smaller unemployment, the better. Lately, it turned out that to adequately describe economic phenomena, it is often convenient to use complex numbers. From this viewpoint, a natural question is: what are possible orders on complex numbers? …


Synthesis And Characterization Of Graphene-Family Mesoporous Nanomaterials For Themal Energy Harvesting And Sensing Applications, Romney Meek Oct 2018

Synthesis And Characterization Of Graphene-Family Mesoporous Nanomaterials For Themal Energy Harvesting And Sensing Applications, Romney Meek

Masters Theses & Specialist Projects

Graphene-family nanomaterials (GFNs) have attracted a great deal of attention both in academia and in industry for a range of applications relevant for homeland security. In this thesis, an array of graphene-based hybrid materials and aerogels are synthesized for use as novel thermo-electrochemical energy harvesters and for ascorbic acid biosensing devices. The graphene-family nanomaterials include graphene oxide-GO, thermally reduced GO-rGOth, nitrogenated functionalized graphene-NFG, graphene aerogel-GA, nitrogen-doped graphene aerogel-NGA, multi-walled carbon nanotube aerogel-MWCNT, single-walled carbon nanotube aerogel-SWCNT, graphene and nanotube combined ‘hybrid’ aerogels-Gr:(SW/MW)CNT of various ratios, along with multilayered nanostructured architectures such as gold (AuNP) and silver nanoparticles (AgNP) decorated NFG …


Ua12/2/2 Talisman: Movement, Wku Student Affairs Oct 2018

Ua12/2/2 Talisman: Movement, Wku Student Affairs

WKU Administration Documents

2018 Talisman yearbook.

  • Good, Hannah. Movement
  • Kinser, Nicholas. Tunnel Trap
  • Cozer, Claire. A Day in the Life of a Food Truck – Mike Wilson, Pop’s Street Eats
  • Fletcher, Griffin. Beauty in Power – WKU Women’s Rugby Club
  • Gordon, Zora. The Mixed Experience
  • Hornsby, Morgan. Bonfire
  • Waters, Adrianna. Mispoken – Communication Disorders
  • Chu, Phi. Home Base – Jessica Barks
  • Cooksey, Catrina. Rerouted – Sydney Clark, Austin Clark, Blake Perkins, Sheila Flener, Handicapped Persons
  • Good, Hannah. Not Safe for Work – Prostitution
  • Chu, Phi. Transfigured Night
  • Carter, De’inara. Passing the Plate – International Students, Recipes
  • Robb, Hayley. From Sole to Soul – …


Using Electronic Health Records To Characterize Prescription Patterns: Focus On Antidepressants In Nonpsychiatric Outpatient Settings, Joseph J. Deferio, Tomer T. Levin, Judith Cukor, Samprit Banerjee, Rozan Abdulrahman, Amit P. Sheth, Neel Mehta, Jyotishman Pathak Oct 2018

Using Electronic Health Records To Characterize Prescription Patterns: Focus On Antidepressants In Nonpsychiatric Outpatient Settings, Joseph J. Deferio, Tomer T. Levin, Judith Cukor, Samprit Banerjee, Rozan Abdulrahman, Amit P. Sheth, Neel Mehta, Jyotishman Pathak

Kno.e.sis Publications

Objective

To characterize nonpsychiatric prescription patterns of antidepressants according to drug labels and evidence assessments (on-label, evidence-based, and off-label) using structured outpatient electronic health record (EHR) data. Methods

A retrospective analysis was conducted using deidentified EHR data from an outpatient practice at a New York City-based academic medical center. Structured “medication–diagnosis” pairs for antidepressants from 35 325 patients between January 2010 and December 2015 were compared to the latest drug product labels and evidence assessments. Results

Of 140 929 antidepressant prescriptions prescribed by primary care providers (PCPs) and nonpsychiatry specialists, 69% were characterized as “on-label/evidence-based uses.” Depression diagnoses were associated …


Santa Clara Magazine, Volume 60 Number 1, Fall 2018, Santa Clara University Oct 2018

Santa Clara Magazine, Volume 60 Number 1, Fall 2018, Santa Clara University

Santa Clara Magazine

24 - FOUND IN TRANSLATION The Pulitzer for editorial cartooning recognizes the tale of two Syrian refugee families. Here’s who translated their story. By Tracy Seipel and Tina Vossugh.

26 - LEGENDS OF THE COURT A pair of Bronco hoops legends: Steve Nash ’96, welcome to the Basketball Hall of Fame! Kurt Rambis ’80, on big-time break-ins—and a fan club like no other. Words by Mark Purdy and Sam Farmer. Illustrations by Victor Juhasz.

34 - A JOURNEY THROUGH THE HOLY LAND Israel, from a hazy gray sea to the House of Bread to the Hill of the Skull. Learning …


Can Maternity Benefits Have Long-Term Effects On Childbearing? Evidence From Soviet Russia, Olga Malkova Oct 2018

Can Maternity Benefits Have Long-Term Effects On Childbearing? Evidence From Soviet Russia, Olga Malkova

Economics Faculty Publications

This paper quantifies the effects of Russia’s 1981 expansion in maternity benefits on completed childbearing. The program provided one year of partially paid parental leave and a small cash transfer upon a child’s birth. I exploit the program’s two-stage implementation and find evidence that women had more children as a result of the program. Fertility rates rose immediately by 8.2% over twelve months. The increase in fertility rates not only persisted for the ten-year duration of the program, but it reflected large increases in higher-order births to older women who already had children before the program started.


Adaptive Groundwater Governance And The Challenges Of Policy Implementation In Idaho’S Eastern Snake Plain Aquifer Region, Margaret V. Du Bray, Morey Burnham, Katrina Running, Vicken Hillis Oct 2018

Adaptive Groundwater Governance And The Challenges Of Policy Implementation In Idaho’S Eastern Snake Plain Aquifer Region, Margaret V. Du Bray, Morey Burnham, Katrina Running, Vicken Hillis

Human-Environment Systems Research Center Faculty Publications and Presentations

Globally, groundwater overdraft poses significant challenges to agricultural production. As a result, it is likely that new water management policies and governance arrangements will be needed to stop groundwater depletion and maintain agricultural viability. Drawing on interviews with state and non-state water managers and other water actors, this paper provides a study of a recent resource management agreement between surface water and groundwater irrigators in the Eastern Snake Plain Aquifer region of Idaho. Using adaptive governance as our descriptive framework, we examine how groundwater governance arrangements emerge and are applied to mitigate the impacts of groundwater overdraft. Our findings suggest …


Pemban Farmer Agency In Adapting To Climate Change, Rachael Hood Oct 2018

Pemban Farmer Agency In Adapting To Climate Change, Rachael Hood

Independent Study Project (ISP) Collection

As a result of climate change, agricultural societies will be challenged by a variety of altered conditions, including increased severe weather events, saltwater intrusion, pest and disease outbreaks, and higher temperatures. The island of Pemba, in the Zanzibar archipelago, is home to many small-scale agriculturalists. During this study, I interviewed Pemban farmers in the districts of Wete and Micheweni about their awareness of the impacts of climate change and the mitigation strategies that they have implemented. The results from Pemba were compared to relevant academic literature regarding climate change to explore whether disparities exist between models of climate change in …


The Influence Of Habitat Preference On Longitudinal Population Composition And Distribution Of Groupers (Serranidae) In Chumbe Island Coral Park, Zanzibar Tanzania, Caroline Daley Oct 2018

The Influence Of Habitat Preference On Longitudinal Population Composition And Distribution Of Groupers (Serranidae) In Chumbe Island Coral Park, Zanzibar Tanzania, Caroline Daley

Independent Study Project (ISP) Collection

A survey of six common grouper (Serranidae) species was conducted on both the western protected and eastern unprotected reefs around Chumbe Island. Species, estimated maturity, and fundamental niche and general habitat preference was extrapolated based on observed realized niche and qualified according to substrate, depth, slope position, and general reef region. Abundance, biomass density, and biodiversity of Serranid populations were compared among locations on the reef with habitat preference in mind in order to best assess how habitat influences population composition, distribution, and health. The results of this study provide depth to previous research on the protected reef and indicate …


Correlations Between Reef Health And Vertical Zonation On Ushongo Village Reef And Fungu Zinga Reef, Daniel Gates Oct 2018

Correlations Between Reef Health And Vertical Zonation On Ushongo Village Reef And Fungu Zinga Reef, Daniel Gates

Independent Study Project (ISP) Collection

While the existence of vertical zonation on coral reefs is well-known, the driving mechanisms and the influence each has is not clear. This study seeks to investigate the influence of reef health on vertical zonation. Reef health is used as a potential factor since it is essentially a broad description of reef diversity. Therefore, a healthy reef which is very diverse is likely to have more and different interspecies interactions than an unhealthy one. This project investigates whether these altered interactions results in different depth distributions of various coral types, categorized broadly by colony shape. Reef health did not seem …


Perceptions And Physical Realities Of Flood Risk In Cerro Punta, Chiriquí, Panamá, Julia Stanganelli Oct 2018

Perceptions And Physical Realities Of Flood Risk In Cerro Punta, Chiriquí, Panamá, Julia Stanganelli

Independent Study Project (ISP) Collection

Flooding is an issue of increasing global importance. With climate change and land-use alteration affecting hydrological cycles globally, certain regions of the world are experiencing more frequent or severe flooding. In the Chiriquí Province of Panamá, the town of Cerro Punta has been subject to several severe flooding events in the last few decades. This study aimed to understand perceptions of flood risk amongst residents of Cerro Punta, as well as evaluate physical flood risk in the area. Residents were interviewed regarding their perceptions of flooding as an increasing issue, possible causes, vulnerable areas and populations, and preparedness for future …


Searching For A Brighter Tomorrow: An Internship Working Toward The Alleviation Of Energy Poverty Through Solar Power And Search-Engine Crowdfunding, Meaghan Mcelroy Oct 2018

Searching For A Brighter Tomorrow: An Internship Working Toward The Alleviation Of Energy Poverty Through Solar Power And Search-Engine Crowdfunding, Meaghan Mcelroy

Independent Study Project (ISP) Collection

Auroville Consulting is an environmental consulting firm, founded in 2010, that works to create an environmentally-friendly and socially responsible world. One of Auroville Consulting’s projects, the Solar Village Initiative, works to address the effects of energy poverty by installing on-grid solar panels and solar generation systems in rural villages throughout rural Tamil Nadu., with the Solar Village Search Engine as a crowdfunding tool for the project. By performing dayto- day tasks pertaining to communications, journalism, social media, and promotions for the Solar Village Search Engine at Auroville Consulting; participating in in-office discussion; and living and working in Auroville, I was …


Review Of: Families At Play: Connecting And Learning Through Video Games, Matthew Murray Oct 2018

Review Of: Families At Play: Connecting And Learning Through Video Games, Matthew Murray

Library Faculty Research

No abstract provided.


Nonlinearities In The Real Exchange Rates: New Evidence From Developed And Developing Countries, Yamin S. Ahmad, Ming Chien Lo, Olena M. Staveley-O'Carroll Oct 2018

Nonlinearities In The Real Exchange Rates: New Evidence From Developed And Developing Countries, Yamin S. Ahmad, Ming Chien Lo, Olena M. Staveley-O'Carroll

Economics Department Working Papers

This paper investigates nonlinearities in the dynamics of real exchange rates. We use Monte Carlo simulations to establish the size properties of the Teräsvirta-Anderson (1992) and the Teräsvirta (1994) test, when the dynamics of the real exchange rate is influenced by an exogenous process. In addition, we examine the modification proposed by Ahmad, Lo and Mykhaylova (2013; Journal of International Economics) to show that the modified nonlinearity test performs much better than the original in both Monte Carlo exercises and in the actual data on 1431 bilateral real exchange rate series. Finally, we investigate the dynamics of the real exchange …


Poster: Privacy-Preserving Boosting With Random Linear Classifiers, Sagar Sharma, Keke Chen Oct 2018

Poster: Privacy-Preserving Boosting With Random Linear Classifiers, Sagar Sharma, Keke Chen

Kno.e.sis Publications

We propose SecureBoost, a privacy-preserving predictive modeling framework, that allows service providers (SPs) to build powerful boosting models over encrypted or randomly masked user submit- ted data. SecureBoost uses random linear classifiers (RLCs) as the base classifiers. A Cryptographic Service Provider (CSP) manages keys and assists the SP’s processing to reduce the complexity of the protocol constructions. The SP learns only the base models (i.e., RLCs) and the CSP learns only the weights of the base models and a limited leakage function. This separated parameter holding avoids any party from abusing the final model or conducting model-based attacks. We evaluate …


G-Bikes: Gettysburg Bike Share, Matthew G. Palacio, Jeffrey J. Walters Oct 2018

G-Bikes: Gettysburg Bike Share, Matthew G. Palacio, Jeffrey J. Walters

Student Publications

The focus of this paper was to asses Gettysburg as possible location to implement a bike share program and ultimately to propose a framework for a successful program. We evaluated bike share programs across North America and created a list of criteria of successful programs. The second part of our data collection included a Google Forms survey which targeted three demographics, students, locals and tourists. We targeted our focus groups by posting on Facebook pages frequented by each demographic, as well as administering the survey in person with smart phones in Lincoln Square in Gettysburg. Our survey generated 134 responses, …


La Calidad Del Agua Y El Impacto En La Salud Pública: Un Examen A Las Fuentes Del Agua En La Amazonia Cerca De Puyo, Ecuador Y La Salud De Las Comunidades Indígenas / Water Quality And The Impact On Public Health: An Examination Of Water Sources In The Amazon Near Puyo, Ecuador And The Health Of Indigenous Communities, Mary Kathryn Mcgregor Oct 2018

La Calidad Del Agua Y El Impacto En La Salud Pública: Un Examen A Las Fuentes Del Agua En La Amazonia Cerca De Puyo, Ecuador Y La Salud De Las Comunidades Indígenas / Water Quality And The Impact On Public Health: An Examination Of Water Sources In The Amazon Near Puyo, Ecuador And The Health Of Indigenous Communities, Mary Kathryn Mcgregor

Independent Study Project (ISP) Collection

Agua limpia es una de las cosas más importantes para la salud humana y el acceso a esta es un derecho humano. Sin embargo, mucha gente todavía no tiene acceso a agua limpia, especialmente en las áreas rurales. El objetivo de este proyecto fue determinar la salud de 3 de las 11 comunidades de la nacionalidad Shuar cerca de Puyo, Ecuador, en la región amazónica con análisis de macroinvertebrados, pH, temperatura y bacterias. Las comunidades de Yuu, Kunkuk y Pitirishca fueron elegidas porque Pitirishca tiene agua entubada y las otras no la tienen, así que necesitan tomar el agua de …


Unearthing The X-Streams: Visualizing Water Contamination, Akangsha Bandalkul, Angad Srivastava, Kishan Bharadwaj Shridhar, Jason Guan Jie Ong, Yanrong Zhang Oct 2018

Unearthing The X-Streams: Visualizing Water Contamination, Akangsha Bandalkul, Angad Srivastava, Kishan Bharadwaj Shridhar, Jason Guan Jie Ong, Yanrong Zhang

Research Collection School Of Computing and Information Systems

The datasets released for VAST 2018 Mini Challenge 2 pertain to sensor readings capturing chemical concentrations and physical properties from water bodies in the Boonsong Lekagul wildlife preserve. This challenge is in continuation to the VAST 2017 Challenge, where the company Kasios was identified as the culprit in dumping the chemical - Methylosmoline. In the absence of actual chemical measurements in the soil, challenge participants need to visualize chemical contamination based on the proximal water bodies to identify trends of interest. A horizon plot developed helps to narrow down the complete list of 106 chemicals provided to only 7, …


Inferring Trip Occupancies In The Rise Of Ride-Hailing Services, Meng-Fen Chiang, Ee-Peng Lim, Wang-Chien Lee, Tuan-Anh Hoang Oct 2018

Inferring Trip Occupancies In The Rise Of Ride-Hailing Services, Meng-Fen Chiang, Ee-Peng Lim, Wang-Chien Lee, Tuan-Anh Hoang

Research Collection School Of Computing and Information Systems

The knowledge of all occupied and unoccupied trips made by self-employed drivers are essential for optimized vehicle dispatch by ride-hailing services (e.g., Didi Dache, Uber, Lyft, Grab, etc.). However, the occupancy status of vehicles is not always known to the service operators due to adoption of multiple ride-hailing apps. In this paper, we propose a novel framework, Learning to INfer Trips (LINT), to infer occupancy of car trips by exploring characteristics of observed occupied trips. Two main research steps, stop point classification and structural segmentation, are included in LINT. In the stop point classification step, we represent a vehicle trajectory …


Sources Of Contaminated Flood Sediments In A Rural–Urban Catchment: Johnson Creek, Oregon, Heejun Chang, Deonie Allen, Jennifer L. Morse, Janardan Mainali Oct 2018

Sources Of Contaminated Flood Sediments In A Rural–Urban Catchment: Johnson Creek, Oregon, Heejun Chang, Deonie Allen, Jennifer L. Morse, Janardan Mainali

Geography Faculty Publications and Presentations

This study investigated the delivery of contaminated sediments to the channel network by urban drainage systems in Johnson Creek in Oregon, USA. Concentrations of five heavy metal concentrations measured in 136 samples collected from 37 stormwater outfalls and 99 bed sampling points were analysed. While concentrations of zinc, cadmium and lead increased with distance downstream in Johnson Creek, this was not the case for chromium and copper. Zinc, copper, and cadmium concentrations in outfalls were significantly higher than those in the stream bed, indicating that stormwater runoff is responsible for delivering contaminated sediments to Johnson Creek. Zinc concentrations in outfalls …


Livelihoods Of The People Of Mazumbai: A Collection Of Stories And Portraits, Tanga Region, Tanzania, Joseph Baldus Oct 2018

Livelihoods Of The People Of Mazumbai: A Collection Of Stories And Portraits, Tanga Region, Tanzania, Joseph Baldus

Independent Study Project (ISP) Collection

Despite rapid urbanization in Tanzania, agriculture remains central to the nation, the economy, and the livelihoods of a large portion of the population. Smallholder farmers account for the vast majority of agricultural production, yet are an extremely vulnerable population due to poverty, single-sourced income, and climate-dependency for both subsistence and cash-crop agriculture (Rapsomanikis, 2015). This report explores these dynamic rural livelihoods through interviews and portrait photographs in a case study on Mazumbai, Tanga region, Tanzania. Semi-structured interviews explore the people’s modes of economic subsistence, domestic lives, education, challenges, and life stories. Excerpts from these interviews combined with portrait photographs create …


An Evaluation Of Geotagged Twitter Data During Hurricane Irma Using Sentiment Analysis And Topic Modeling For Disaster Resilience, Ike Robert Vayansky Oct 2018

An Evaluation Of Geotagged Twitter Data During Hurricane Irma Using Sentiment Analysis And Topic Modeling For Disaster Resilience, Ike Robert Vayansky

Electronic Theses and Dissertations

Disasters require quick response times, thought-out preparations, overall community, and government support. These efforts will ensure prevention of loss of life and reduce possible damages. The United States has been battered by multiple major hurricanes in the recent years and multiple avenues of disaster response efforts were being tested. Hurricane Irma can be recognized as the most popular hurricane in terms of social media attention. Irma made landfall in Florida as a Category 4 storm and preparation measures taken were intensive thus providing a good measure to evaluate in terms of efficacy. The effectiveness of the response methods utilized are …


Traffic-Cascade: Mining And Visualizing Lifecycles Of Traffic Congestion Events Using Public Bus Trajectories, Agus Trisnajaya Kwee, Meng-Fen Chiang, Philips Kokoh Prasetyo, Ee-Peng Lim Oct 2018

Traffic-Cascade: Mining And Visualizing Lifecycles Of Traffic Congestion Events Using Public Bus Trajectories, Agus Trisnajaya Kwee, Meng-Fen Chiang, Philips Kokoh Prasetyo, Ee-Peng Lim

Research Collection School Of Computing and Information Systems

As road transportation supports both economic and social activities in developed cities, it is important to maintain smooth traffic on all highways and local roads. Whenever possible, traffic congestions should be detected early and resolved quickly. While existing traffic monitoring dashboard systems have been put in place in many cities, these systems require high-cost vehicle speed monitoring instruments and detect traffic congestion as independent events. There is a lack of low-cost dashboards to inspect and analyze the lifecycle of traffic congestion which is critical in assessing the overall impact of congestion, determining the possible the source(s) of congestion and its …


Exploiting The Interdependency Of Land Use And Mobility For Urban Planning, Kasthuri Jayarajah, Andrew Tan, Archan Misra Oct 2018

Exploiting The Interdependency Of Land Use And Mobility For Urban Planning, Kasthuri Jayarajah, Andrew Tan, Archan Misra

Research Collection School Of Computing and Information Systems

Urban planners and economists alike have strong interest in understanding the inter-dependency of land use and people flow. The two-pronged problem entails systematic modeling and understanding of how land use impacts crowd flow to an area and in turn, how the influx of people to an area (or lack thereof) can influence the viability of business entities in that area. With cities becoming increasingly sensor-rich, for example, digitized payments for public transportation and constant trajectory tracking of buses and taxis, understanding and modelling crowd flows at the city scale, as well as, at finer granularity such as at the neighborhood …