Optimizing Geospatial Data for ML/CV Applications: A Python-Based Approach to Streamlining Map Processing by Removing Irrelevant Areas by David Kasperek, Michal Podpora

“…The research results of the paper reveal substantial file size reduction, and improved processing efficiency, thus making the optimized geospatial graphical data more practical for ML/CV applications, while still maintaining the original data quality and relevance of the analyzed parcels or infrastructure.…”
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Integrating Molecular Perspectives: Strategies for Comprehensive Multi-Omics Integrative Data Analysis and Machine Learning Applications in Transcriptomics, Proteomics, and Metabolomics by Pedro H. Godoy Sanches, Nicolly Clemente de Melo, Andreia M. Porcari, Lucas Miguel de Carvalho

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A Web Geographic Information System to share data and explorative analysis tools: The application to West Nile disease in the Mediterranean basin. by Lara Savini, Susanna Tora, Alessio Di Lorenzo, Daniela Cioci, Federica Monaco, Andrea Polci, Massimiliano Orsini, Paolo Calistri, Annamaria Conte

“…ESRI ArcSDE 10.1 has been used to store spatial data.<h4>Results</h4>The DMD application is accessible through a generic web browser at https://netmed.izs.it/networkMediterraneo/. …”
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Applicability of Multi-Sensor and Multi-Geometry SAR Data for Landslide Detection in Southwestern China: A Case Study of Qijiang, Chongqing by Haiyan Wang, Xiaoting Liu, Guangcai Feng, Pengfei Liu, Wei Li, Shangwei Liu, Weiming Liao

“…The results indicate the following: (1) L-band SAR data demonstrates superior monitoring precision compared to C-band SAR data in the SMRC; (2) the combined use of LUTAN-1 ascending/descending orbits significantly improved spatial accuracy and detection completeness in complex landscapes; (3) multi-source data fusion effectively mitigated limitations of single SAR systems, enhancing identification of small- to medium-scale landslides. …”
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Adapting Efficiency Analysis in Health Systems: A Scoping Review of Data Envelopment Analysis Applications During the COVID-19 Pandemic by Athanasios Mitakos, Panagiotis Mpogiatzidis

“…<b>Objective:</b> To synthesize the current evidence base concerning the application of Data Envelopment Analysis (DEA) in healthcare efficiency during the COVID-19 pandemic using a scoping review of 13 primary studies. …”
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A design-based framework for optimal stratification using super-population models with application on real data set of breast cancer. by Faizan Danish

“…To address this, the study proposes a robust methodology for calculating OSB and SS, leveraging knowledge of the survey's per-unit stratum measurement costs or its probability density function. An empirical application of the method is demonstrated using breast cancer data, where the mean perimeter is estimated based on mean radius and mean texture. …”
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Application of the Groundwater Data Mapper Tool to Assess Storage Changes in a Groundwater-Driven Basin in the Klamath Watershed, Oregon, USA by Daniel Shepard, Norman L. Jones, Gustavious P. Williams

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Application of multi-source remote sensing data to nephrite exploration in the Eastern Kunlun Range: A new perspective for jade prospecting by Wenqing Ding, Lin Ding, Qingting Li, Yongjie Fan, Liyun Zhang, Jinxiang Li

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A Novel Anomaly Forecasting in Time‐Series Data: Feedback Connection between Forecasting and Detecting Algorithms with Applications to Power Systems by Hyung Tae Choi, Hae Yeon Park, Taewan Kim, Jung Hoon Kim

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Application of standard keratometry values obtained from keratotopographic mapping data to calculate the optical power of a multifocal intraocular lens by S. V. Shukhaev, E. V. Boiko, Yu. M. Petrosyan, A. V. Molodkin

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Estimation of Groundwater Storage Change and Groundwater Recharge Using GRACE data in Jedeb Watershed Under the Application of Google Earth Engine by Tade Mule Asrade, Mulu Sewinet Kerebih, Natnael Yasab Assefa

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Application of the Stratified Nursing Mode of the Prediction Model Constructed Based on Case System Data in the Nursing of Patients with Acute Renal Failure by Jiaping Shen, Xufeng Mei, Xueping Sun

“…Objective. To explore the application of the stratified nursing mode of the prediction model constructed based on case system data in the nursing of patients with acute renal failure (ARF). …”
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Simple Yet Powerful: Machine Learning-Based IoT Intrusion System With Smart Preprocessing and Feature Generation Rivals Deep Learning by Kazim Kivanc Eren, Kerem Kucuk, Fatih Ozyurt, Omar H. Alhazmi

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Using household death questions from surveys to assess adult mortality in periods of health crisis: An application for Peru, 2018–2022 by José Henrique Costa Monteiro da Silva, Helena Cruz Castanheira

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Patient-reported outcomes: an overview of applications by S. M. Mukhina, E. V. Orlova

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Application Analysis of Space-Based Relay in Land Resources Satellite Image Acquisition by Huibing WANG, Zuoya ZHENG, Sida OUYANG, Yue ZHANG, Chao YANG, Yu HUANG

“…With the analysis of the main factors aff ecting the image acquisition of land remote sensing satellite, the satellite image data transmission application mode based on space-based relay was proposed to solve the bottleneck problem of satellite-ground receiving.Through simulation analysis and quantitative calculation, the application eff ect of relay transmission was calculated.The results showed that relay transmission could improved the visible time of satellite data receiving, thus greatly improved the total amount of image acquisition, and eff ectived perform the satellite operation effi ciency.…”
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Predictive Maintenance and Predictive Repair of Road Vehicles—Opportunities, Limitations and Practical Applications by Jozsef Nagy, Istvan Lakatos

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Advances and applications of empirical mode decomposition and its variants in hydrology: A review by CHEN Yunfei, LIU Zuyu, LIU Xiuhua, HE Junqi, ZHENG Ce, MA Yandong

“…Effectively extracting and analyzing hidden information, while understanding temporal variation in hydrological data, remains a challenge. Empirical Mode Decomposition (EMD) has garnered increasing attention due to its ability to analyze non-linear and non-stationary data. …”
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Design and application research on management information system security architecture in digital campus by Xin-zheng LONG, Cheng-jie XING, Rong-bin OUYANG, Qian-yi WANG, Li LI, Yun-feng LIU

“…Aiming at the university management information system security threats and challenges,a security architecture named 1C4GS was proposed.First connotation and function of five important components of 1C4GS was expounded,which named security management center,security communication network,security region boundary,security computing environment and security application.Then we used “basic personal data reporting system” as an example to construct the management information system security arrangement application based on 1C4AS,this arrangement application integrated a variety of security technologies and strategies such as transparent data encryption,user Identify,form edit cache as a whole to,and achieved the management information system’s network security,border security,computing environment security and application security.…”
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Application Analysis of Space-Based Relay in Land Resources Satellite Image Acquisition by Huibing WANG, Zuoya ZHENG, Sida OUYANG, Yue ZHANG, Chao YANG, Yu HUANG

“…With the analysis of the main factors aff ecting the image acquisition of land remote sensing satellite, the satellite image data transmission application mode based on space-based relay was proposed to solve the bottleneck problem of satellite-ground receiving.Through simulation analysis and quantitative calculation, the application eff ect of relay transmission was calculated.The results showed that relay transmission could improved the visible time of satellite data receiving, thus greatly improved the total amount of image acquisition, and eff ectived perform the satellite operation effi ciency.…”
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