{"id":111790,"date":"2025-11-21T15:27:50","date_gmt":"2025-11-21T14:27:50","guid":{"rendered":"https:\/\/industry-science.com\/?post_type=book&#038;p=111790"},"modified":"2025-11-21T15:27:53","modified_gmt":"2025-11-21T14:27:53","slug":"openpredict-an-open-research-dataset-and-evaluation-protocol-for-fine-grained-predictive-testing","status":"publish","type":"book","link":"https:\/\/industry-science.com\/en\/book\/openpredict-an-open-research-dataset-and-evaluation-protocol-for-fine-grained-predictive-testing\/","title":{"rendered":"OpenPredict &#8211; An Open Research Dataset and Evaluation Protocol for Fine-grained Predictive Testing"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>AKWI-Tagungsband zur 35. AKWI-Jahrestagung. Jahrgang, 2022, Seite S. 287\u2013303<\/p>\n\n\n\n<p>Systematic testing of every single component and interface is undoubtedly an important measure to handle the complex nature of current software systems. However, this comes with often neglected computational costs. The aim of this paper is therefore to cut time and resource needs by predictive testing, i.e., predicting test failures with machine learning using a surprisingly simple statistical feature representation. Furthermore, we present the first open research benchmark for pre- dictive testing to enable and foster future research in this area<\/p>\n\n\n\n<p><\/p>\n<div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/machine-learning-en\/\">machine learning<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/predictive-testing\/\">predictive testing<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/research-dataset\/\">research dataset<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/software-testing\/\">software testing<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=OpenPredict%20%26%238211%3B%20An%20Open%20Research%20Dataset%20and%20Evaluation%20Protocol%20for%20Fine-grained%20Predictive%20Testing - https:\/\/industry-science.com\/en\/book\/openpredict-an-open-research-dataset-and-evaluation-protocol-for-fine-grained-predictive-testing\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/book\/openpredict-an-open-research-dataset-and-evaluation-protocol-for-fine-grained-predictive-testing\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip facebook\" title=\"Share on Facebook\" aria-label=\"Share on Facebook\" rel=\"noopener nofollow\"><i class=\"icon-facebook\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/x.com\/share?url=https:\/\/industry-science.com\/en\/book\/openpredict-an-open-research-dataset-and-evaluation-protocol-for-fine-grained-predictive-testing\/\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip x\" title=\"Share on X\" aria-label=\"Share on X\" rel=\"noopener nofollow\"><i class=\"icon-x\" aria-hidden=\"true\"><\/i><\/a><a href=\"mailto:?subject=OpenPredict%20%26%238211%3B%20An%20Open%20Research%20Dataset%20and%20Evaluation%20Protocol%20for%20Fine-grained%20Predictive%20Testing&body=Check%20this%20out%3A%20https%3A%2F%2Findustry-science.com%2Fen%2Fbook%2Fopenpredict-an-open-research-dataset-and-evaluation-protocol-for-fine-grained-predictive-testing%2F\" class=\"icon button circle is-outline tooltip email\" title=\"Email to a Friend\" aria-label=\"Email to a Friend\" rel=\"nofollow\"><i class=\"icon-envelop\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&url=https:\/\/industry-science.com\/en\/book\/openpredict-an-open-research-dataset-and-evaluation-protocol-for-fine-grained-predictive-testing\/&title=OpenPredict%20%26%238211%3B%20An%20Open%20Research%20Dataset%20and%20Evaluation%20Protocol%20for%20Fine-grained%20Predictive%20Testing\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n","protected":false},"excerpt":{"rendered":"<p>AKWI-Tagungsband zur 35. AKWI-Jahrestagung. Jahrgang, 2022, Seite S. 287\u2013303 Systematic testing of every single component and interface is undoubtedly an important measure to handle the complex nature of current software systems. However, this comes with often neglected computational costs. The aim of this paper is therefore to cut time and resource needs by predictive testing, [&#8230;]\n","protected":false},"featured_media":0,"template":"","categories":[],"tags":[79574,85189,85188,85187],"product_cat":[],"topic":[],"technology":[],"knowhow":[],"industry":[],"writer":[85185,85186],"glossary":[],"class_list":{"0":"post-111790","1":"book","2":"type-book","3":"status-publish","5":"tag-machine-learning-en","6":"tag-predictive-testing","7":"tag-research-dataset","8":"tag-software-testing","9":"writer-david-brodmann","10":"writer-erik-rodner","11":"product","12":"first","13":"instock","14":"downloadable","15":"virtual","16":"sold-individually","17":"taxable","18":"purchasable","19":"product-type-book"},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"front-page-entry":false,"post-entry":false,"post-teaser":false,"post-teaser-mobile":false,"post-custom-size":false,"whitepaper-teaser":false,"card-big":false,"card-portrait":false,"card-big-company":false,"gp-listing":false,"1536x1536":false,"2048x2048":false,"woocommerce_thumbnail":false,"woocommerce_single":false,"woocommerce_gallery_thumbnail":false,"dgwt-wcas-product-suggestion":false},"uagb_author_info":{"display_name":"Sebastian Schwarz","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"AKWI-Tagungsband zur 35. AKWI-Jahrestagung. Jahrgang, 2022, Seite S. 287\u2013303 Systematic testing of every single component and interface is undoubtedly an important measure to handle the complex nature of current software systems. However, this comes with often neglected computational costs. The aim of this paper is therefore to cut time and resource needs by predictive testing,&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/book\/111790","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/book"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/book"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=111790"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=111790"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=111790"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=111790"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=111790"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=111790"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=111790"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=111790"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=111790"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=111790"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}