电子新闻数据集用于原生广告检测
Brian Rizqi Paradisiaca Darnoto1,2, Daniel Siahaan3, Diana Purwitasari1
1Informatics Department, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia.
Scientific data
|June 20, 2025
概括
这项研究引入了一个新的数据集,以改善原生广告 (NA) 的检测,这是一个将赞助内容与编辑材料混合的营销策略. 数据集有助于开发算法,以提高在线广告的透明度.
科学领域:
- 数字营销 数字营销 数字营销
- 计算语言学 计算语言学
- 信息科学 信息科学 信息科学
背景情况:
- 原生广告是一种流行的在线营销策略,它将赞助内容与编辑材料无结合,经常欺骗读者.
- 各种格式 (文本,视频,社交媒体) 的原生广告的复杂集成带来了重大检测挑战.
- 确保在线环境的透明度需要强大的方法和全面的数据集来识别原生广告.
研究的目的:
- 开发一个专门的,系统地收集和注释的数据集,以提高原生广告检测.
- 促进创建和评估用于识别原生广告及其隐含特征的先进算法.
- 通过区分赞助内容与真正的编辑材料来促进在线广告的透明度.
主要方法:
- 系统地收集数据并对原生广告内容进行注释.
- 来自印度尼西亚六大电子新闻门户网站的新闻文章汇总.
- 除了简单的原生广告识别之外,还包括了四个隐含的特征.
主要成果:
- 创建一个精心注释的数据集,专门设计用于原生广告检测.
- 数据集是开发和测试复杂检测算法的关键资源.
- 这项研究为提高分辨原生广告与编辑内容的准确性提供了基础.
结论:
- 开发的数据集显著提高了检测原生广告的能力.
- 这个资源对于推进自动化原生广告识别研究至关重要.
- 这些发现有助于提高在线广告生态系统的透明度和伦理实践.
相关概念视频
Analyte Adsorption and Distribution
881
In certain chromatographic separations, solutes transfer between the mobile phase and the stationary phase via sorption, which typically refers to the process of adsorption. For many chromatographic systems, the sorption process often depends on the polarity of the compounds—an expression of the overall dipole moment within the molecule. During the separation process, there is competition between the solute and solvent for adsorption to the stationary phase. Highly polar compounds and...
881
Adrenergic Neurons: Neurotransmission
4.3K
Postganglionic sympathetic fibers (except those supplying the sweat glands) releasing noradrenaline or norepinephrine are called noradrenergic or adrenergic neurons. Noradrenaline, dopamine, adrenaline, or epinephrine are collectively called "catecholamines" as they contain a catechol moiety and an amine side chain. The five stages of neurotransmitter release involve their synthesis, storage, release, reuptake and metabolism.
Synthesis: Catecholamine synthesis requires tyrosine, which...
Synthesis: Catecholamine synthesis requires tyrosine, which...
4.3K
Adrenergic Receptors: ɑ Subtype
2.1K
Adrenoceptors are classified into α and ꞵ classes based on their potencies to catecholamine agonists. α-adrenoceptors show the following order of catecholamine potency:
Adrenaline ≥ Noradrenaline >> Isoprenaline
α-adrenoceptors are further divided into α1 and α2-adrenoceptors.
α1-Adrenoceptors: These receptors are located postsynaptically on the effector organs and cause constriction of smooth muscle mediated by activation of phospholipase...
Adrenaline ≥ Noradrenaline >> Isoprenaline
α-adrenoceptors are further divided into α1 and α2-adrenoceptors.
α1-Adrenoceptors: These receptors are located postsynaptically on the effector organs and cause constriction of smooth muscle mediated by activation of phospholipase...
2.1K
Adrenergic Receptors: β Subtype
2.4K
β-adrenoceptors have varied sensitivities towards adrenaline, noradrenaline, and isoprenaline. The order of agonist potency is as follows:
Isoprenaline > Adrenaline > Noradrenaline
Neurotransmitter binding to these receptors causes activation of adenylyl cyclase resulting in increased concentrations of cAMP and modulation of calcium ion channels within the cell. They are further classified into β1, β2, and β3 subtypes.
β1-adrenoceptors: β1-adrenoceptors...
Isoprenaline > Adrenaline > Noradrenaline
Neurotransmitter binding to these receptors causes activation of adenylyl cyclase resulting in increased concentrations of cAMP and modulation of calcium ion channels within the cell. They are further classified into β1, β2, and β3 subtypes.
β1-adrenoceptors: β1-adrenoceptors...
2.4K
Adrenergic Antagonists: ɑ and β-Receptor Blockers
639
Third-generation β-blockers, such as labetalol and carvedilol, represent a significant advancement in managing cardiovascular conditions. Unlike conventional β-blockers, which can induce peripheral vasoconstriction, third-generation drugs block α1 adrenoceptors. This promotes vasodilation through several mechanisms, such as increased nitric oxide production, inhibition of calcium ion entry, opening of potassium ion channels, and antioxidant action. Labetalol, for instance, is...
639


