본문 바로가기 주메뉴 바로가기
22대 대한민국 국회 국회정보길라잡이 국회의원검색
회원가입 로그인
HOME

정보검색

소장정보 검색

국회도서관 홈으로 정보검색 소장정보 검색
결과 내 검색 동의어 포함
결과 내 검색 동의어 포함

-

초록보기

수요 예측은 관광 산업에서 수익 관리의 중요한 요소이다. 2010년대 이후 관광 산업의 세계화와 SNS와 같은 다양한 형태의 마케팅 및 정보 공유가 증가함에 따라 비선형 활동과 비정형 정보로 인해 예측이 어려워졌다. 이러한 문제를 해결하기 위한 다양한 예측 모델이 연구되었으며, 기계 학습(ML) 모델이 효과적으로 사용되었다. 본 연구에서는 특징 선택 기법(NSGA3)을 시계열 모델에 적용하고 성능을 비교하였다. 호텔 수요 예측에서 TCN 모델은 MAPE 9.73%로, 특징 선택을 적용하지 않았을 때보다 7.05% 성능이 향상된 높은 예측 성능을 보였다. 본 연구 결과는 향상된 예측 성능을 통해 의사결정 지원에 유용할 것으로 기대된다.

Demand forecasting is a critical element of revenue management in the tourism industry. Since the 2010s, with the globalization of the tourism industry and the increase of different forms of marketing and information sharing, such as SNS, forecasting has become difficult due to non-linear activities and unstructured information. Various forecasting models for resolving the problems have been studied, and ML models have been used effectively. In this study, we applied the feature selection technique (NSGA3) to time series models and compared their performance. In hotel demand forecasting, it was found that the TCN model has a high forecasting performance of MAPE 9.73% with a performance improvement of 7.05% compared to no feature selection. The results of this study are expected to be useful for decision support through improved forecasting performance.

권호기사

권호기사 목록 테이블로 기사명, 저자명, 페이지, 원문, 기사목차 순으로 되어있습니다.
기사명 저자명 페이지 원문 목차
Comparative analysis of RNN architectures and activation functions with attention mechanisms for mars weather prediction Jaehyeok Jo, Yunho Sin, Bo-Young Kim, Jihoon Moon p. 1-9

Research on constructing a sentiment lexicon for the F&B sector based on the N-gram framework Yeryung Moon, Gaeun Son, Geonuk Nam, Hanjin Lee p. 11-19

Medical image denoising using wavelet transform-based CNN model Seoyun Jang, Dong Hoon Lim p. 21-34

3D object detection via multi-scale feature knowledge distillation Se-Gwon Cheon, Hyuk-Jin Shin, Seung-Hwan Bae p. 35-45

Multiple camera-based real-time long queue vision algorithm for public safety and efficiency Tae-hoon Kim, Ji-young Na, Ji-won Yoon, Se-Hun Lee, Jun-ho Ahn p. 47-57

Radio frequency-based drone detection and classification using discrete Fourier transform and LightGBM Ki-Hyeon Sung, Soo-Jin Lee p. 59-68

(A) study on the impact of noise on YOLO-based object detection in autonomous driving environments Ra Yeong Kim, Hyun-Jong Cha, Ah Reum Kang p. 69-75

(A) study on measuring the risk of re-identification of personal information in conversational text data using AI Dong-Hyun Kim, Ye-Seul Cho, Tae-Jong Kim p. 77-87

Real-time defog processing using cooperative networks Sanghyun Jung p. 89-96

(The) method for classifying stainless steel grades in products using portable NIR spectrometer and CNN Ju-Hoon Jang, In-Yeop Choi p. 97-104

Named entity normalization for traditional herbal formula mentions Ho Jang p. 105-111

Exploring predictive models for student success in national physical therapy examination : machine learning approach Bokyung Kim, Yeonseop Lee, Jang-hoon Shin, Yusung Jang, Wansuk Choi p. 113-120

(A) temporal convolutional network for hotel demand prediction based on NSGA3 feature selection Keehyun Park, Gyeongho Jung, Hyunchul Ahn p. 121-128

(A) design and implementation of a worker musculoskeletal assessment platform based on machine learning Sejong Lee p. 129-135

(A) YOLOv8-based two-stage framework for non-destructive detection of Varroa destructor infestations in Apis mellifera colonies Yongsun Lee, Hyunsu Cho, Bo-Young Kim, Jihoon Moon p. 137-148

Implementation of a micro drill bit foreign matter inspection system using deep learning Jung-Sub Kim, Tae-Sung Kim, Gyu-Seok Lee p. 149-156

(A) particle-grid method for efficient sound synthesis of ocean waves Jong-Hyun Kim p. 157-164

Towards next generation game development : a comprehensive analysis of game engines technologies Soo Kyun Kim, Iqbal Muhamad Ali, Min Woo Ha p. 165-173

(An) empirical study on visitors’ experiences with the <Game Society> Bo-A Rhee, You-min Im, So-Eun Park p. 175-184

(A) study on visitor engagement of the audio guide and curating-bot at museum of modern and contemporary art Bo-A Rhee, Ye-Eun Seo, Yeon-U Ro, Gyu-Hyun Kim p. 185-195

Research perspectives and research issues on the origins of Korean technology culture : focusing on amateur radio Sangkil Yoon p. 197-205

Development of a model for identifying drug organizations and their scale through tweet clustering Jin-Gyeong Kim, Eun-Young Park, Da-Sol Kim, Cho-Won Kim, Jiyeon Kim p. 207-218

(A) library for object-to-graph mapping with annotations in Java Ji-Woong Choi p. 219-228

(The) impact of disability acceptance on life satisfaction : focusing on the mediating effect of self-efficacy and the moderating effect of the degree of participation in social activities Hyung-Hee Kim p. 229-236

(The) effect of cultural values between countries on the entrepreneurial cognition and attitude Xu Haichao, Yunkyung Lee, Youngsik Kwak p. 237-243

Analysis of the relationship between university facilities and student satisfaction with campus life using structural equation modeling : verification of the mediating effect of university and department pride Jae-Nam Kim, Seong-Eun Chu p. 245-253

Effect of a career education program using portfolio on career maturity and self-efficacy of female college students Jung-chul Heo p. 255-264

(The) relationship between streaming hits view and sales performance in live streaming commerce Jong-Hee Jeong, Jae-Ik Shin p. 265-274

(The) effect of artificial intelligence-based educational app on writing ability of first graders of elementary school Sojeong Choi, Kwihoon Kim p. 275-286

추천서가 (다양한 추천 자료를 만나보세요)

권호기사보기

권호기사 목록 테이블로 기사명, 저자명, 페이지, 원문, 기사목차 순으로 되어있습니다.
기사명 저자명 페이지 원문 기사목차