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Articles 421 - 450 of 1266

Full-Text Articles in Geography

Revisiting Prehistoric Archeological Sites: Envisioning First Built Environments To Repossess Geographically Specific Approaches In Architecture, Alisa Mohammad Kheir Abdulghany, Marwan Halabi, Maged Youssef, Bahaa El Dine Abou El Khoudoud May 2021

Revisiting Prehistoric Archeological Sites: Envisioning First Built Environments To Repossess Geographically Specific Approaches In Architecture, Alisa Mohammad Kheir Abdulghany, Marwan Halabi, Maged Youssef, Bahaa El Dine Abou El Khoudoud

BAU Journal - Creative Sustainable Development

Since Prehistoric times, architecture had been a human response to an occurring natural setting. Starting from places of dwelling to buildings that no longer only serve physical requirements for survival. Architectural languages were approached initially as an expression of culture, evolution, and growth of a community within a natural setting. This response resulted in the creation of built environments, humanity’s decision to become sedentary. This decision took place in the Late Stone age, a key phase in our timeline. First built environments were born in a time known as the Neolithic revolution, which shown itself as humans transitioned from hunter-gatherer …


“We Planted Rice And Killed People:” Symbiogenetic Destruction In The Cambodian Genocide, Andrew Woolford, Wanda June, Sereyvothny Um May 2021

“We Planted Rice And Killed People:” Symbiogenetic Destruction In The Cambodian Genocide, Andrew Woolford, Wanda June, Sereyvothny Um

Genocide Studies and Prevention: An International Journal

In recent years, genocide scholars have given greater attention to the dangers posed by climate change for increasing the prevalence or intensity of genocide. Challenges related to forced migration, resource scarcity, famine, and other threats of the Anthropocene are identified as sources of present and future risk, especially for those committed to genocide prevention. We approach the connection between the natural and social aspects of genocide from a different angle. Our research emanates out of a North American Indigenous studies and new materialist rather than Euro-genocide studies framework, meaning we see the natural and the social (or cultural) as inseparable, …


Mapping Out Our Space In Stories: A High School Curriculum For A Social Justice Tour Of San Francisco, Elena Ramírez Robles May 2021

Mapping Out Our Space In Stories: A High School Curriculum For A Social Justice Tour Of San Francisco, Elena Ramírez Robles

Master's Projects and Capstones

How do youth engage with the spaces around them? In what ways might students connect their personal, lived knowledge to the politics and intricacies of space? The manners in which schools approach outside-of-school learning includes non-critical Place-Based Learning and field trips as optional material; however, doing so breaks the powerful relationship waiting to be explored between Critical Geography and Critical Education. This field project uses Henri Lefebvre’s concepts of The Production of Space and Rhythmanalysis as foundations to argue for the implementation of Critical Geography into high school curricula, and offers a 9-week high school curriculum to create a student-led …


Intangible Cultural Heritage: A Benefit To Climate-Displaced And Host Communities, Gül Aktürk, Martha B. Lerski May 2021

Intangible Cultural Heritage: A Benefit To Climate-Displaced And Host Communities, Gül Aktürk, Martha B. Lerski

Publications and Research

Climate change is borderless, and its impacts are not shared equally by all communities. It causes an imbalance between people by creating a more desirable living environment for some societies while erasing settlements and shelters of some others. Due to floods, sea level rise, destructive storms, drought, and slow-onset factors such as salinization of water and soil, people lose their lands, homes, and natural resources. Catastrophic events force people to move voluntarily or involuntarily. The relocation of communities is a debatable climate adaptation measure which requires utmost care with human rights, ethics, and psychological well-being of individuals upon the issues …


A Spatial Analysis Of Supply-Demand Of Public Transportation In Jefferson County, Kentucky., Nastaran Abdoli May 2021

A Spatial Analysis Of Supply-Demand Of Public Transportation In Jefferson County, Kentucky., Nastaran Abdoli

Electronic Theses and Dissertations

Public transportation is important as it serves individuals, especially the transit-dependent population, by providing a basic mobility service to these people and all others who rely on public transportation. This research utilized estimating public transportation demand and supply to analyze the spatial patterns of public transportation in Jefferson County, Kentucky. The study focuses on the transit-dependent population, and it considers indicators of age, poverty status, vehicle ownership, and foreign-born population with less than five years residency in the United States. This study conducted a public transit supply-demand analysis to identify areas with imbalanced supply and demand in Jefferson County at …


Geospatial Analysis Of Registered Sex Offenders: A Case Study From Pulaski County, Arkansas, Maggie Rose Bridges May 2021

Geospatial Analysis Of Registered Sex Offenders: A Case Study From Pulaski County, Arkansas, Maggie Rose Bridges

Graduate Theses and Dissertations

The objective of this case study was to analyze the spatial distribution patterns of the residences of registered sex offenders in Pulaski County, Arkansas to determine the impact of state enforced residence restrictions. Density and clustering factors were used to identify census tracts of the study area with high and low concentrations of offenders. These zones were then compared to identify which characteristics were similar and dissimilar between high and low concentration zones. The results indicate that there is a non-random distribution of registered sex offenders in the study area. The findings also indicate that the residence restrictions placed on …


Using Immersive Data Visualization To Highlight Changing Travel Patterns In Maine Due To Covid 19, Colleen Metcalf, Charlotte Aucoin Apr 2021

Using Immersive Data Visualization To Highlight Changing Travel Patterns In Maine Due To Covid 19, Colleen Metcalf, Charlotte Aucoin

Thinking Matters Symposium

The impacts of COVID 19 are of top concern to tourism policy makers and stakeholders across Maine, as tourism plays a vital role in the state’s economy. This project shows the value of the Storymap to present, in an accessible and visually appealing way, the continuing research on how volunteered geographic information from social media can track changes in tourist’s movement and spending in Maine. The metadata from Flickr photos was used to examine where visitors spent time in the summer of 2020, revealing new patterns of tourism activity due to Covid-19 travel restrictions. In addition, we incorporate the results …


213— Deadly Summers: Infant And Child Deaths In 19th Century Rochester, New York, Nykole Nevol Apr 2021

213— Deadly Summers: Infant And Child Deaths In 19th Century Rochester, New York, Nykole Nevol

GREAT Day Posters

During the 19th century, Rochester, NY, became a bustling city full of potential. Although there were many benefits to living in Rochester, the prevalence of infectious disease was not one of them. At this point in history, short lives were very common, and many people did not live past childhood. Therefore, children and infants were the most affected by these diseases. During the summer months, fever and diarrhea, likely due to contaminated food or water, took the lives of many infants and children. This study will explore these diseases, which were commonly referred to as cholera infantum and summer complaint, …


Can’T Bear It! Employing Culturally Sensitive Initiatives To Reduce Bear Bile Demand In Northern Vietnam, Alicia Ngo, Shannon Randolph Apr 2021

Can’T Bear It! Employing Culturally Sensitive Initiatives To Reduce Bear Bile Demand In Northern Vietnam, Alicia Ngo, Shannon Randolph

EnviroLab Asia

Over the past 30 years, the combination of over-hunting, habitat loss, and increased bear bile demand has caused significant declines in Asiatic black bear (aka moon bear; Ursus thibetanus) and sun bear (Helarctos malayanus) populations. In Eastern medicine, bear bile is extracted from the gallbladders of bears and is then used to treat a wide range of inflammatory, liver, and degenerative ailments. However, the use of bear bile has had significant impacts on bear populations. Given that communities in Northern Vietnam have a lengthy history of using bear bile and bear bile is easily accessible, merely advocating …


Industrial Emission Patterns: A Study Of Two Refineries In Louisiana, Khanh Vu Apr 2021

Industrial Emission Patterns: A Study Of Two Refineries In Louisiana, Khanh Vu

Honors Capstones

No abstract provided.


Environmental Psychology: Open Syllabus, Valkiria Duran-Narucki Apr 2021

Environmental Psychology: Open Syllabus, Valkiria Duran-Narucki

Open Educational Resources

This is a syllabus designed to work as a "frame" that you can use and populate together with students. The goal is to provide a perspective from environmental psychology.


Mapping Staten Island: A Field Study Guide, Nerve Macaspac Apr 2021

Mapping Staten Island: A Field Study Guide, Nerve Macaspac

Open Educational Resources

This is a guide for the field study and urban lab as partial requirements for GEG 260 Urban Geography at CUNY College of Staten Island. The field study introduces students to spatial ethnography and offers an opportunity to observe, experience and examine a range of spatial urban phenomena that they have learned in the classroom within actually-existing urban environments. Designed as a collaborative activity, students will work in teams in exploring and examining the built environment on-site and then produce multimedia deliverables to capture their reflections throughout the field study using creative and experimental methods. The collaborative and experimental design …


Sea-Level Rise And Settlement At Ta’Ab Nuk Na, Belize: Analyses Of Marine Sediment From The I-Line, 4m Transect, Conner B. Flynt Mar 2021

Sea-Level Rise And Settlement At Ta’Ab Nuk Na, Belize: Analyses Of Marine Sediment From The I-Line, 4m Transect, Conner B. Flynt

LSU Master's Theses

The ancient Maya of Mesoamerica created a culture with writing, religion, and vast trade networks. These trade networks are evident on the southern coast of Belize, where archaeologists have found sites dedicated to salt making. One of these sites, Ta’ab Nuk Na, was the subject of this thesis. Sediment and charcoal samples were collected from this site by the Underwater Maya Research Group led by Heather McKillop and E. Cory Sills. For my thesis research, I subjected these samples and components within them to loss-on ignition, radiometric dating, and microscopic analysis. Loss-on ignition was used to ascertain organic material percentage …


Participatory Mapping With High-Resolution Satellite Imagery: A Mixed Method Assessment Of Land Degradation And Rehabilitation In Northern Burkina Faso, Colin Thor West, Elisabeth Kago Ilboudo Nébié, Aaron J. Moody Mar 2021

Participatory Mapping With High-Resolution Satellite Imagery: A Mixed Method Assessment Of Land Degradation And Rehabilitation In Northern Burkina Faso, Colin Thor West, Elisabeth Kago Ilboudo Nébié, Aaron J. Moody

Journal of Ecological Anthropology

Sahelian West Africa is a region that has high population densities and that has frequent severe droughts and enormous pressure on natural resources. Because of these challenges, it is the place where the term desertification was originally coined. Recently, however, experts have identified large zones of greening where the amount of vegetation exceeds what one would expect based on rainfall alone. This pattern is well documented, but its mechanisms remain poorly understood. This research employs participatory mapping linked with high-resolution satellite imagery to better understand the human role behind regional vegetation trends. Through a case study of three communities in …


Mapping Louisiana's Missing: Spatiotemporal Profiling Of Louisiana's Missing Persons- An Experimental Application Of Geographic Information Systems And Forensic Anthropology, Liam J. Johnson Mar 2021

Mapping Louisiana's Missing: Spatiotemporal Profiling Of Louisiana's Missing Persons- An Experimental Application Of Geographic Information Systems And Forensic Anthropology, Liam J. Johnson

LSU Master's Theses

The growing number of unresolved unidentified and missing persons cases in the United States is this nation’s ‘silent mass disaster’ (Ritters, 2007). In addition to contextualizing biocultural traits of these cases, forensic anthropologists are uniquely qualified to address this underrecognized humanitarian crisis due to their proven ability to bridge conflicting stakeholders in often complex sociopolitical environments and to create improved opportunities for community collaboration. This project explores local and state demographic trends of missing persons cases and how this information can be used to assist investigative agencies with their missing population, analyzes gaps in identification data, and selects optimal locations …


The Tangible And Intangible Heritages Of Iranian Nomads: The Touristic Potential Of Pastoral Nomadism, Hossein Noroozi Feb 2021

The Tangible And Intangible Heritages Of Iranian Nomads: The Touristic Potential Of Pastoral Nomadism, Hossein Noroozi

International Journal of Tour Guiding and Visitor Attraction Research

Iranian people have a rich and significant history of nomadism and are still in contact with this ancient practice. The purpose of this research is to investigate and evaluate the Iranian nomads’ culture from a touristic and aesthetic viewpoint. The literature shows that well-known cultural tourist attractions possess particular characteristics to become a successful and sustainable product / destination. In this paper, we argue that Iranian pastoral nomads, from a geographical, social, cultural, and artistic perspective, have numerous peculiar characteristics which are attractive to international tourists. Internationally, while the sociocultural frameworks of nomadic societies are at risk of extinction when …


Metaphoric Recursiveness And Ternary Ontology: Another Look At The Language And Worldview Of The Yaminahua, Carlos A. Segovia Feb 2021

Metaphoric Recursiveness And Ternary Ontology: Another Look At The Language And Worldview Of The Yaminahua, Carlos A. Segovia

Tipití: Journal of the Society for the Anthropology of Lowland South America

My purpose in this paper is, first, to explore metaphorical recursiveness in Yaminahua, i.e. the latter’s folding of the common binary structure: {(x) things + (y) words} into the threefold scheme: (A) things + (B) external analogies + (C) internal metaphors, as displaying a multi-iconic semiotic system of the type: A ≈ [B] ≈ C, which is finally reduced to a twofold indexical system: A ← [B], contra Graham Townsley’s dismissal of semiotic theory as being of no relevance in contrast to cognitive construction. And, secondly, to show that within the traditional Yaminahua worldview "animism," "totemism," …


Applying Spatial Video Geonarratives And Physiological Measurements To Explore Perceived Safety In Baton Rouge, Louisiana, Alina Ristea, Michael Leitner, Bernd Resch, Judith Stratmann Feb 2021

Applying Spatial Video Geonarratives And Physiological Measurements To Explore Perceived Safety In Baton Rouge, Louisiana, Alina Ristea, Michael Leitner, Bernd Resch, Judith Stratmann

Faculty Publications

Spatial crime analysis, together with perceived (crime) safety analysis have tremendously benefitted from Geographic Information Science (GISc) and the application of geospatial technology. This research study discusses a novel methodological approach to document the use of emerg-ing geospatial technologies to explore perceived urban safety from the lenses of fear of crime or crime perception in the city of Baton Rouge, USA. The mixed techniques include a survey, spatial video geonarrative (SVG) in the field with study participants, and the extraction of moments of stress (MOS) from biosensing wristbands. This study enrolled 46 participants who completed geonarratives and MOS detection. A …


Framing The Border: Liminality In The Network Narratives Of Alejandro González Iñárritu, Muhammad Muzammal Feb 2021

Framing The Border: Liminality In The Network Narratives Of Alejandro González Iñárritu, Muhammad Muzammal

Dissertations, Theses, and Capstone Projects

This thesis explores liminality conveyed as displacement before death in the network narrative films of Alejandro Gonzalez Iñárritu. Due to their depiction of existential crises and possibly fatal scenarios of several characters in different countries and regions, these network narrative films are colloquially referred to as the “Death Trilogy.” Therefore, rearranging the many strands of death-related abstractions and notions in these films around liminality becomes a jumping-off point to explore deeper layers of these works. Through interdisciplinary yet markedly film studies excavations, this thesis projects the liminal spaces of Iñárritu’s films onto border spaces. With borders considered as sites of …


Archaeobiogeography Of Extinct Rice Rats (Oryzomyini) In The Lesser Antilles During The Ceramic Age (500 Bce–1500 Ce), Marine Durocher, Violaine Nicolas, Sophia Perdikaris, Dominique Bonnissent, Gwenola Robert, Karyne Debue, Allowen Evin, Sandrine Grouard Jan 2021

Archaeobiogeography Of Extinct Rice Rats (Oryzomyini) In The Lesser Antilles During The Ceramic Age (500 Bce–1500 Ce), Marine Durocher, Violaine Nicolas, Sophia Perdikaris, Dominique Bonnissent, Gwenola Robert, Karyne Debue, Allowen Evin, Sandrine Grouard

School of Global Integrative Studies: Faculty Publications

During the Ceramic Age (500 BCE–1500 CE), Lesser Antilles rice rats (tribe Oryzomyini) made up a significant portion of the diet of Caribbean islanders. Archaeological excavations across the archipelago resulted to the discovery of large quantities of remains from to these now extinct taxa. It offers a unique opportunity to investigate the past biogeography of this taxon of high cultural and ecological importance. We have studied 1,140 first lower molars originating from 40 archaeological sites across eleven islands of the Lesser Antilles archipelago using two-dimensional geometric morphometric approaches to establish spatiotemporal pat-terns relying on phenotypic variations. This study identified three …


Looking For Better: A History Of Black Southern Migrations, Selena Sanderfer Doss Jan 2021

Looking For Better: A History Of Black Southern Migrations, Selena Sanderfer Doss

Midwest Social Sciences Journal

A broad overview of migrations affecting black southerners is presented, including the Atlantic slave trade, the domestic slave trade, colonization movements to Sierra Leone and Liberia, the Exoduster movement, the Great Migration, and the Return South migration. Emigrants convey their experiences and motivations through testimonies and personal accounts. Surviving the trauma of forced migrations, black southerners organized numerous migration movements both outside and within American polities in search of better opportunities. In the late 20th century, black southerners also initiated a return migration to the American South and have since achieved notable socioeconomic and political progress.


A 3d Point Cloud Deep Learning Approach Using Lidar To Identify Ancient Maya Archaeological Sites, Heather Richards-Rissetto, David Newton, Aziza Al Zadjali Jan 2021

A 3d Point Cloud Deep Learning Approach Using Lidar To Identify Ancient Maya Archaeological Sites, Heather Richards-Rissetto, David Newton, Aziza Al Zadjali

Department of Anthropology: Faculty Publications

Airborne light detection and ranging (LIDAR) systems allow archaeologists to capture 3D data of anthropogenic landscapes with a level of precision that permits the identification of archaeological sites in difficult to reach and inaccessible regions. These benefits have come with a deluge of LIDAR data that requires significant and costly manual labor to interpret and analyze. In order to address this challenge, researchers have explored the use of state-of-the-art automated object recognition algorithms from the field of deep learning with success. This previous research, however, has been limited to the exploration of deep learning processes that work with only 2D …


A Survey Of And Site Treatment Plan For The Belle Creek Mounds Archeological Site, 21gd0072, In Goodhue County, Minnesota, Alexander T. Anton Jan 2021

A Survey Of And Site Treatment Plan For The Belle Creek Mounds Archeological Site, 21gd0072, In Goodhue County, Minnesota, Alexander T. Anton

All Graduate Theses, Dissertations, and Other Capstone Projects

The Prairie Island Indian Community (PIIC) recently purchased property, on which a portion of a prominent archeological site, encompassing 67 formerly documented burial mounds, resides. In order to better protect the burial mounds and other culturally significant material on the site, as well as on sites residing on the remainder of their new property, the PIIC enlisted the support of Minnesota State University, Mankato’s Earth Science, Archeology, Resources, and Terrestrial Hazards (EARTH) Systems Research Laboratory in developing a site treatment plan. Developing a useful site treatment plan necessitated conducting a geoarcheological survey of a portion of the archeological site, known …


Modelling Acoustics In Ancient Maya Cities: Moving Towards A Synesthetic Experience Using Gis & 3d Simulation, Graham Goodwin, Heather Richards-Rissetto Jan 2021

Modelling Acoustics In Ancient Maya Cities: Moving Towards A Synesthetic Experience Using Gis & 3d Simulation, Graham Goodwin, Heather Richards-Rissetto

Department of Anthropology: Faculty Publications

Archaeological analyses have successfully employed 2D and 3D tools to measure vision and movement within cityscapes; however, built environments are often designed to invoke synesthetic experiences. GIS and Virtual Reality (VR) now enable archaeologists to also measure the acoustics of ancient spaces. To move toward an understanding of synesthetic experience in ancient Maya cities, we employ GIS and 3D modelling to measure sound propagation and reverberation using the main civic-ceremonial complex in ancient Copán as a case study. For the ancient Maya, sight and sound worked in concert to create ritually-charged atmospheres and architecture served to shape these experiences. Together …


Disrupted Identities And Forced Nomads: A Post-Disaster Legacy Of Neocolonialism In The Island Of Barbuda, Lesser Antilles, Sophia Perdikaris, Rebecca Boger, Edith Gonzalez, Emira Ibrahimpašić, Jennifer D. Adams Jan 2021

Disrupted Identities And Forced Nomads: A Post-Disaster Legacy Of Neocolonialism In The Island Of Barbuda, Lesser Antilles, Sophia Perdikaris, Rebecca Boger, Edith Gonzalez, Emira Ibrahimpašić, Jennifer D. Adams

School of Global Integrative Studies: Faculty Publications

In the aftermath of the forced evacuation of the island of Barbuda due to Hurricane Irma, the Barbudan people have experienced an exile and return to a ‘new’ geographical, political, and economic context, albeit on the same island. With the specter of climate change and the potential impacts on island communities and nations, we use Barbuda, sister island of Antigua in the Lesser Antilles, to examine the trajectory of nomadic identities as they navigate changes that threaten contemporary land relationships and culture. Since its first permanent settlement in the 17th Century, the island geography of Barbuda has been fundamental to …


Mapping Ethnophysiographies: An Investigation Of Toponyms And Land Cover Of Missoula County, Montana, Emily L. Cahoon Jan 2021

Mapping Ethnophysiographies: An Investigation Of Toponyms And Land Cover Of Missoula County, Montana, Emily L. Cahoon

Graduate Student Theses, Dissertations, & Professional Papers

This thesis investigates the ethnophysiography of Missoula County, Montana via place names. Toponyms and landscape have been observed to have a relationship that can be studied through many lenses. Ethnophysiography, the study of how language and landscape relate to each other via human conceptualization, is a lens that was applied to this thesis because it recognizes the embodied information that toponyms carry and investigates landscape accordingly. Thus, the following research seeks to understand if ethnophysiographic diversity exists between toponyms in the Salish and English languages of Missoula County, Montana by analyzing place names and land cover in GIS and analyzing …


Assessing California Commercial Fishing Community Well-Being In The Context Of Marine Protected Area (Mpa) Formation, Samantha Cook Jan 2021

Assessing California Commercial Fishing Community Well-Being In The Context Of Marine Protected Area (Mpa) Formation, Samantha Cook

Cal Poly Humboldt theses and projects

Marine protected areas (MPAs)—defined geographic areas where fishing and harvesting activity is limited or restricted—have emerged as a popular marine biodiversity and climate resilience strategy worldwide. MPA monitoring efforts often follow MPA designation to help inform the adaptive management of MPAs and MPA networks. In 2012, California completed the largest statewide system of MPAs to date, consisting of 124 MPAs covering 16% of state waters. Following MPA implementation, the state initiated a long-term monitoring program (2019-2022) to help inform the 10-year MPA management review. This two-chapter thesis presents findings from a state-funded project to conduct long-term socioeconomic monitoring for human …


Datos Preliminares De La Temporada 2019 Del Proyecto De Investigación Arqueológica Cerro San Isidro, Distrito De Moro, Ancash, David Chicoine, Jeisen Navarro Jan 2021

Datos Preliminares De La Temporada 2019 Del Proyecto De Investigación Arqueológica Cerro San Isidro, Distrito De Moro, Ancash, David Chicoine, Jeisen Navarro

Faculty Publications

No abstract provided.


Content Controlled Spectral Indices For Detection Of Hydrothermal Alteration Minerals Based On Machine Learning And Lasso-Logistic Regression Analysis, Kyuhun Shim, Jaehyung Yu, Lei Wang, Sangin Lee, Sang Mo Koh, Bum Han Lee Jan 2021

Content Controlled Spectral Indices For Detection Of Hydrothermal Alteration Minerals Based On Machine Learning And Lasso-Logistic Regression Analysis, Kyuhun Shim, Jaehyung Yu, Lei Wang, Sangin Lee, Sang Mo Koh, Bum Han Lee

Faculty Publications

This article introduced the quantity controlled spectral indices working at mineral contents higher than 5 wt.% for detection of sericite, chlorite, and pyrophyllite, which are the representative alteration minerals of phyllic, propylitic, and advanced argillic hydrothermal alterations. The X-ray diffraction analysis revealed that the samples are mostly pure with minor content of quartz. The absorption features of target minerals showed systematic decrease in absorption depth with decrease in the mineral content, and the changes varied by mineral types. A total of 1253 target mineral spectra and 605 nontarget mineral spectra were classified by a random forest model, which achieved an …


A Short Text Classification Method Based On Convolutional Neural Network And Semantic Extension, Haitao Wang, Keke Tian, Zhengjiang Wu, Lei Wang Jan 2021

A Short Text Classification Method Based On Convolutional Neural Network And Semantic Extension, Haitao Wang, Keke Tian, Zhengjiang Wu, Lei Wang

Faculty Publications

In order to solve the problem that traditional short text classification methods do not perform well on short text due to the data sparsity and insufficient semantic features, we propose a short text classification method based on convolutional neural network and semantic extension. Firstly, we propose an improved similarity to improve the coverage of the word vector table in the short text preprocessing process. Secondly, we propose a method for semantic expansion of short texts, which adding an attention mechanism to the neural network model to find related words in the short text, and semantic expansion is performed at the …