{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T12:14:00Z","timestamp":1769516040847,"version":"3.49.0"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031632105","type":"print"},{"value":"9783031632112","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024]]},"DOI":"10.1007\/978-3-031-63211-2_4","type":"book-chapter","created":{"date-parts":[[2024,6,20]],"date-time":"2024-06-20T14:03:41Z","timestamp":1718892221000},"page":"42-56","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Data Augmentation Techniques for\u00a0Cross-Domain WiFi CSI-Based Human Activity Recognition"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1560-4221","authenticated-orcid":false,"given":"Julian","family":"Strohmayer","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5217-2854","authenticated-orcid":false,"given":"Martin","family":"Kampel","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,6,21]]},"reference":[{"key":"4_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1007\/978-3-319-19312-0_13","volume-title":"Inclusive Smart Cities and e-Health","author":"K Arning","year":"2015","unstructured":"Arning, K., Ziefle, M.: \u201cGet that Camera Out of My House!\u2019\u2019 conjoint measurement of preferences for video-based healthcare monitoring systems in private and public places. In: Geissb\u00fchler, A., Demongeot, J., Mokhtari, M., Abdulrazak, B., Aloulou, H. (eds.) ICOST 2015. LNCS, vol. 9102, pp. 152\u2013164. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-19312-0_13"},{"key":"4_CR2","doi-asserted-by":"publisher","unstructured":"Chen, C., Zhou, G., Lin, Y.: Cross-domain wifi sensing with channel state information: a survey. ACM Comput. Surv. 55(11), February 2023. https:\/\/doi.org\/10.1145\/3570325","DOI":"10.1145\/3570325"},{"key":"4_CR3","doi-asserted-by":"publisher","unstructured":"Chen, X., Li, H., Zhou, C., Liu, X., Wu, D., Dudek, G.: Fido: ubiquitous fine-grained wifi-based localization for unlabelled users via domain adaptation. In: Proceedings of the Web Conference 2020, WWW 2020, pp. 23\u201333. Association for Computing Machinery, New York (2020). https:\/\/doi.org\/10.1145\/3366423.3380091","DOI":"10.1145\/3366423.3380091"},{"issue":"12","key":"4_CR4","doi-asserted-by":"publisher","first-page":"9872","DOI":"10.1109\/JIOT.2022.3163391","volume":"9","author":"X Chen","year":"2022","unstructured":"Chen, X., Li, H., Zhou, C., Liu, X., Wu, D., Dudek, G.: Fidora: robust wifi-based indoor localization via unsupervised domain adaptation. IEEE Internet Things J. 9(12), 9872\u20139888 (2022). https:\/\/doi.org\/10.1109\/JIOT.2022.3163391","journal-title":"IEEE Internet Things J."},{"key":"4_CR5","doi-asserted-by":"publisher","unstructured":"Chen, X., Ma, C., Allegue, M., Liu, X.: Taming the inconsistency of wi-fi fingerprints for device-free passive indoor localization. In: IEEE INFOCOM 2017 - IEEE Conference on Computer Communications, pp.\u00a01\u20139 (2017). https:\/\/doi.org\/10.1109\/INFOCOM.2017.8057185","DOI":"10.1109\/INFOCOM.2017.8057185"},{"key":"4_CR6","doi-asserted-by":"publisher","unstructured":"Fu, B., Damer, N., Kirchbuchner, F., Kuijper, A.: Sensing technology for human activity recognition: a comprehensive survey. IEEE Access PP, 1, January 2020. https:\/\/doi.org\/10.1109\/ACCESS.2020.2991891","DOI":"10.1109\/ACCESS.2020.2991891"},{"issue":"7","key":"4_CR7","doi-asserted-by":"publisher","first-page":"2233","DOI":"10.1109\/JSAC.2022.3157397","volume":"40","author":"K Gao","year":"2022","unstructured":"Gao, K., Wang, H., Lv, H., Liu, W.: Toward 5g nr high-precision indoor positioning via channel frequency response: a new paradigm and dataset generation method. IEEE J. Sel. Areas Commun. 40(7), 2233\u20132247 (2022). https:\/\/doi.org\/10.1109\/JSAC.2022.3157397","journal-title":"IEEE J. Sel. Areas Commun."},{"key":"4_CR8","doi-asserted-by":"publisher","unstructured":"Hernandez, S.M., Bulut, E.: Adversarial occupancy monitoring using one-sided through-wall wifi sensing. In: ICC 2021 - IEEE International Conference on Communications, pp.\u00a01\u20136 (2021). https:\/\/doi.org\/10.1109\/ICC42927.2021.9500267","DOI":"10.1109\/ICC42927.2021.9500267"},{"issue":"1","key":"4_CR9","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1109\/COMST.2022.3209144","volume":"25","author":"SM Hernandez","year":"2023","unstructured":"Hernandez, S.M., Bulut, E.: Wifi sensing on the edge: signal processing techniques and challenges for real-world systems. IEEE Commun. Surv. Tutorials 25(1), 46\u201376 (2023). https:\/\/doi.org\/10.1109\/COMST.2022.3209144","journal-title":"IEEE Commun. Surv. Tutorials"},{"key":"4_CR10","doi-asserted-by":"publisher","unstructured":"Lee, H., Ahn, C.R., Choi, N.: Toward single occupant activity recognition for long-term periods via channel state information. IEEE Internet Things J. 1 (2023). https:\/\/doi.org\/10.1109\/JIOT.2023.3296472","DOI":"10.1109\/JIOT.2023.3296472"},{"key":"4_CR11","doi-asserted-by":"publisher","unstructured":"Li, X., Chang, L., Song, F., Wang, J., Chen, X., Tang, Z., Wang, Z.: Crossgr: accurate and low-cost cross-target gesture recognition using wi-fi. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 5(1), March 2021. https:\/\/doi.org\/10.1145\/3448100","DOI":"10.1145\/3448100"},{"key":"4_CR12","doi-asserted-by":"publisher","unstructured":"Ma, Y., Zhou, G., Wang, S.: Wifi sensing with channel state information: a survey. ACM Comput. Surv. 52(3), June 2019. https:\/\/doi.org\/10.1145\/3310194","DOI":"10.1145\/3310194"},{"key":"4_CR13","unstructured":"Parameswaran, A.T., Husain, M.I., Upadhyaya, S., et\u00a0al.: Is rssi a reliable parameter in sensor localization algorithms: an experimental study. In: Field failure data analysis workshop (F2DA09). vol.\u00a05. IEEE Niagara Falls, NY, USA (2009)"},{"key":"4_CR14","doi-asserted-by":"crossref","unstructured":"Pradhan, O., Newman, K., Barnes, F.: Parametric analysis of meandered inverted-f antenna and use of a high impedance surface based ground plane for wban applications. In: 2013 IEEE International Conference on Body Sensor Networks, pp.\u00a01\u20137. IEEE (2013)","DOI":"10.1109\/BSN.2013.6575496"},{"key":"4_CR15","doi-asserted-by":"crossref","unstructured":"Qiao, F., Zhao, L., Peng, X.: Learning to learn single domain generalization. In: 2020 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 12553\u201312562 (2020)","DOI":"10.1109\/CVPR42600.2020.01257"},{"key":"4_CR16","doi-asserted-by":"crossref","unstructured":"Serbetci, O.G., Lee, J.H., Burghal, D., Molisch, A.F.: Simple and effective augmentation methods for csi based indoor localization (2023)","DOI":"10.1109\/GLOBECOM54140.2023.10436979"},{"key":"4_CR17","unstructured":"Singh, B., Singh, A.: A novel biquad antenna for 2.4 ghz wireless link application: a proposed design. Int. J. Electron. Commun. Technol. 3(1), 174\u2013176 (2012)"},{"key":"4_CR18","unstructured":"Srivastava, N., Hinton, G., Krizhevsky, A., Sutskever, I., Salakhutdinov, R.: Dropout: a simple way to prevent neural networks from overfitting 15(1), 1929\u20131958 (2014)"},{"key":"4_CR19","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1007\/978-3-031-44137-0_4","volume-title":"Comput. Vision Syst.","author":"J Strohmayer","year":"2023","unstructured":"Strohmayer, J., Kampel, M.: Wifi csi-based long-range through-wall human activity recognition with the esp32. In: Christensen, H.I., Corke, P., Detry, R., Weibel, J.B., Vincze, M. (eds.) Comput. Vision Syst., pp. 41\u201350. Springer Nature Switzerland, Cham (2023)"},{"key":"4_CR20","doi-asserted-by":"crossref","unstructured":"Strohmayer, J., Kampel, M.: Directional antenna systems for long-range through-wall human activity recognition. arXiv preprint arXiv:2401.01388 (2024)","DOI":"10.1007\/978-3-031-44137-0_4"},{"key":"4_CR21","unstructured":"Strohmayer, J., Kampel, M.: Wifi CSI-based long-range person localization using directional antennas. In: The Second Tiny Papers Track at ICLR 2024 (2024). https:\/\/openreview.net\/forum?id=AOJFcEh5Eb"},{"key":"4_CR22","unstructured":"Tan, M., Le, Q.V.: Efficientnetv2: Smaller models and faster training (2021)"},{"key":"4_CR23","doi-asserted-by":"publisher","unstructured":"Virmani, A., Shahzad, M.: Position and orientation agnostic gesture recognition using wifi, MobiSys 2017, pp. 252\u2013264. Association for Computing Machinery, New York (2017). https:\/\/doi.org\/10.1145\/3081333.3081340","DOI":"10.1145\/3081333.3081340"},{"key":"4_CR24","unstructured":"Zhang, H., Cisse, M., Dauphin, Y.N., Lopez-Paz, D.: mixup: beyond empirical risk minimization (2018)"},{"key":"4_CR25","doi-asserted-by":"publisher","unstructured":"Zhang, H., Wang, Z., Sun, Z., Song, W., Ren, Z., Yu, Z., Guo, B.: Understanding the mechanism of through-wall wireless sensing: a model-based perspective. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 6(4), January 2023. https:\/\/doi.org\/10.1145\/3569494","DOI":"10.1145\/3569494"},{"issue":"6","key":"4_CR26","doi-asserted-by":"publisher","first-page":"4628","DOI":"10.1109\/JIOT.2020.3026732","volume":"8","author":"J Zhang","year":"2021","unstructured":"Zhang, J., et al.: Data augmentation and dense-lstm for human activity recognition using wifi signal. IEEE Internet Things J. 8(6), 4628\u20134641 (2021). https:\/\/doi.org\/10.1109\/JIOT.2020.3026732","journal-title":"IEEE Internet Things J."}],"container-title":["IFIP Advances in Information and Communication Technology","Artificial Intelligence Applications and Innovations"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-63211-2_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,20]],"date-time":"2024-06-20T14:08:08Z","timestamp":1718892488000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-63211-2_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"ISBN":["9783031632105","9783031632112"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-63211-2_4","relation":{},"ISSN":["1868-4238","1868-422X"],"issn-type":[{"value":"1868-4238","type":"print"},{"value":"1868-422X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"21 June 2024","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"AIAI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Conference on Artificial Intelligence Applications and Innovations","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Corfu","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Greece","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 June 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 June 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"aiai2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ifipaiai.org\/2024\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}