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1.
Drug Alcohol Rev ; 2024 May 27.
Artigo em Inglês | MEDLINE | ID: mdl-38803126

RESUMO

ISSUES: Advertising and marketing affect alcohol use; however, no single systematic review has covered all aspects of how they affect alcohol use, and how the alcohol industry views alcohol marketing restrictions. APPROACH: Two systematic reviews of reviews were performed according to the Preferred Reporting Items on 2 February 2023. Results were analysed using a narrative synthesis approach. KEY FINDINGS: Twenty-three reviews were included in the systematic reviews. The first systematic review examined youth and adolescents (11 reviews), digital or internet marketing (3 reviews), alcohol marketing's impact on cognition (3 reviews), and alcohol marketing and policy options (2 reviews). The second systematic review focused on alcohol industry (i.e., importers, producers, distributors, retailers and advertising firms) response to advertising restrictions (four reviews). The reviews indicated that there is evidence that alcohol marketing (including digital marketing) is associated with increased intentions to drink, levels of consumption and harmful drinking among youth and young adults. Studies on cognition indicate that advertisements focusing on appealing contexts and outcomes may be more readily accepted by adolescents, and may be less easily extinguished in this population. The review of the alcohol industry found a strong desire to self-regulate alcohol advertising. IMPLICATIONS: We found alcohol advertising and marketing is associated with increased drinking intentions, consumption and harmful drinking. Thus, policies which restrict advertising may be an effective way to reduce alcohol use. CONCLUSION: More research is needed to assess all aspects of the observed associations, especially as to how marketing policies impact women and people with alcohol dependence.

2.
Cureus ; 16(4): e58656, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38770460

RESUMO

Introduction The over-the-counter (OTC) market for hair loss products, particularly those containing minoxidil, has significantly expanded due to the increased prevalence of hair loss. Minoxidil, a vasodilator medication, is known for its potential to stimulate hair growth. However, the rise in OTC formulations has led to misleading advertising and marketing, with some companies exaggerating the benefits of their products while minimizing potential adverse effects. Methods A Google Boolean Search was conducted to identify OTC minoxidil products. The topmost non-sponsored search engine result page was used for analysis. Products not containing any dosage of minoxidil were excluded, resulting in nine products. These were individually searched on Amazon and eight were analyzed for any addressed safety information and adverse effects profile. Results The analysis revealed that only two out of eight products (25%) reported safety information, and none of the products (0%) reported any adverse effects. Significant observations were found surrounding the transparency and accuracy of the advertising and marketing of these products. Many companies made bold claims about their products without providing supporting scientific evidence or studies. Furthermore, many of these OTC hair loss brands did not adequately mention and explain the adverse effects of the product. Conclusions The study highlights the need for greater transparency in the marketing of OTC minoxidil products. Companies should provide clear and accessible information about the safety and potential adverse effects of their products. This will empower consumers to make informed decisions and foster trust between the industry and the consumer. Furthermore, the authenticity and accuracy of marketing images should be ensured to avoid giving false hopes to consumers.

3.
Appetite ; 199: 107401, 2024 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-38734375

RESUMO

Cultured meat is a promising substitute for regular meat, but its introduction faces challenges and expected consumer resistance. While some studies investigate how communication strategies and advertising appeals can address these concerns, the role of social media influencers in promoting cultured meat adoption remains yet to be explored. Across two online experimental studies involving 752 participants recruited from Prolific, this research investigates how influencer type (micro- vs. mega-influencer) affects consumers' willingness to buy cultured meat. Study 1 reveals that consumers are more willing to buy cultured meat when it is endorsed by micro- rather than mega-influencers. Further, perceived endorsement authenticity mediates this effect such that micro-influencers endorsements are perceived as more authentic than those of mega-influencers. Study 2 demonstrates that these effects are moderated by influencer expertise and type of meat, where micro-influencers with health (but not fashion) expertise have a more pronounced impact on increasing willingness to purchase cultured meat (but not regular meat). This research provides theoretical insights into how consumers perceive influencer endorsements for cultured meat. These findings aim to enhance consumer acceptance of cultured meat while offering actionable guidance for practitioners on promoting cultured meat brands on social media.


Assuntos
Comportamento do Consumidor , Mídias Sociais , Humanos , Masculino , Adulto , Feminino , Pessoa de Meia-Idade , Adulto Jovem , Carne , Preferências Alimentares/psicologia , Adolescente , Comportamento de Escolha , Carne in vitro
4.
J Drug Issues ; 54(2): 238-252, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38699081

RESUMO

An influx of laws permitting recreational cannabis sales in the US has allowed for increased advertising. The purpose of this study was to describe how adolescents perceive outdoor and print cannabis advertising and to identify aspects of advertising that are appealing or eye-catching, focusing on five themes: price promotion, sex appeal, wellness, party, and text-only. We recruited adolescents ages 11-17 to participate in seven focus groups (44 participants) from 2019 to 2020. Participants viewed cannabis advertisements and responses were summarized using deductive thematic analysis. The party-themed advertisements were the most salient to participants, who desired to emulate the behaviors shown. Participants favored ads featuring young people and containing multiple colors. Participants disliked advertisements perceived to portray misleading or contradictory messages, such as the promotion of physical activity or use of sex appeal, and ads perceived to lack authenticity. Identification of youth appealing features can help inform cannabis advertising regulations.

5.
Artigo em Inglês | MEDLINE | ID: mdl-38738210

RESUMO

INTRODUCTION: Little is known about media exposures to heated tobacco products (HTPs). In this study, we examined sources of HTP exposure, including from paid and unpaid media and social connections, in relation to HTP use and use intentions. METHODS: In the fall of 2021, we conducted a cross-sectional survey among adult online panelists (aged 18-45 years) in the US and Israel, oversampling tobacco users. The current study analyzed data from participants who responded to the question about HTP awareness or use (n=2061). Multivariable linear and logistic regression analyses examined the relationship between sources of HTP exposure, HTP use, and use intentions. RESULTS: Among those aware of HTPs, both Israelis and Americans reported past-month HTP media exposure via advertisements (58.2% vs 48.0%), non-advertisement sources (49.7% vs 30.7%), and social connections (51.5% vs 33.6%), respectively. Factors associated with HTP awareness (n=677/2061; 32.9%) included media use frequency (AOR=1.13; 95% CI: 1.01-1.28) and social connections using HTPs (AOR=2.45; 95% CI: 1.92-3.15). Among those aware of HTPs, past-month HTP exposure via digital media advertisements (AOR=2.06; 95% CI: 1.09-3.91) and non-advertising promotion via radio, podcast, movie, television or theatre (AOR=2.30; 95% CI: 1.19-4.44) and websites (AOR=2.36; 95% CI: 1.32-4.21) were associated with current HTP use. Exposure to digital media advertisements (ß=0.35; 95% CI: 0.07-0.62) and non-advertising promotion via social media (ß=0.62; 95% CI: 0.34-0.91) were correlated with higher use intentions. Having social connections using HTPs was correlated with higher use (AOR=2.21; 95% CI: 1.19-4.11) and intentions (ß=0.66; 95% CI: 0.42-0.91). No significant differences were found across countries. CONCLUSIONS: Digital media (e.g. online, social media) were particularly salient correlates of HTP intentions and use. Future studies are needed that further examine media exposures to these products, as well as that examine possible regulations to limit HTP promotion via these channels.

7.
Artigo em Inglês | MEDLINE | ID: mdl-38787498

RESUMO

BACKGROUND: Statutory options for restricting alcohol advertising include limiting it to product-orientated information and requiring health warnings. We assess the impact of removing positive contextual factors from alcohol advertising and including a health warning among adults in the United Kingdom (UK). METHODS: We conducted a 2 × 2 online between-group experiment with adults (18+) (n = 2421) recruited from a non-probability research panel in the United Kingdom. Participants were randomized to see an alcohol (vodka) advertisement (advert) which varied by context (no context vs. imagery depicting positive social interactions around alcohol) and message (multiple text health warning vs. "drink responsibly"). The multiple text health warning, based on recent legislation in Ireland, comprised three separate warnings (liver disease, cancers, drinking during pregnancy) and a web address for alcohol-related information and support. The "drink responsibly" control reflected the self-regulatory messages commonly used by alcohol companies. Participants rated the advert on 7-point scales for advert attractiveness, product appeal, trial intentions, perceived harm, and whether it made drinking alcohol seem enjoyable. RESULTS: Removing the positive social context reduced positive advert and product reactions (difference in estimated marginal means [EMM]: -1.57 [makes drinking alcohol seem enjoyable] to -0.23 [intention to try]). Including the multiple text health warning also reduced positive advert and product reactions (difference in EMM: -0.55 [advert attractiveness] to -0.25 [intention to try]) and increased perceived product harm (difference in EMM: +0.25). There were no interactions between advert context and message for any outcome. CONCLUSIONS: Restricting content and including a multiple text health warning (compared to a "drink responsibly" message) may attenuate the persuasive impact of alcohol advertising and increase perceived product harm. Further research is needed to examine different degrees of content restrictions, alternative warning content and design, generalizability to different alcohol products and advert formats, and whether the impact of content controls varies among population subgroups.

8.
Tob Control ; 2024 May 17.
Artigo em Inglês | MEDLINE | ID: mdl-38749676

RESUMO

BACKGROUND: E-cigarette promotional posts with misleading nicotine warning labels on social media may lower adolescents' risk perceptions of e-cigarettes. A between-subject experiment assessed effects of influencers' e-cigarette promotional posts with different nicotine warning labels on adolescents' e-cigarette harm perceptions, susceptibility to e-cigarette use and perceptions of influencer credibility. METHODS: In 2022, adolescents (N=1864, Mage=17 (SD=0.6)) were randomised to view six images and videos featuring influencers promoting e-cigarettes in one of five experimental conditions: two conditions with a 'tobacco-free nicotine' warning label (placed on an e-cigarette in the post or at the top of the post), two conditions with the US Food and Drug Administration (FDA) nicotine warning label (on an e-cigarette in the post or at the top of the post (control)) and one no-label condition. Participants rated influencers' credibility (eg, honesty). Harm perceptions of, and susceptibility to use, e-cigarettes were then assessed. RESULTS: Participants who viewed posts with the FDA warning label at the top of the post perceived influencers as more honest, trustworthy and informed than in all the other conditions. E-cigarette never-users who viewed posts with a 'tobacco-free nicotine' warning label pictured on an e-cigarette (compared with the FDA label at the top of a post) were more likely to report susceptibility to e-cigarette use (adjusted OR 1.79, 95% CI 1.17 to 2.73). CONCLUSIONS: Alterations of the required nicotine warning labels can make them less effective in deterring e-cigarette use behaviour. Tobacco control authorities could increase enforcement of the FDA-required nicotine warning labels and harness influencers for antitobacco messaging.

10.
Alcohol Alcohol ; 59(3)2024 Mar 16.
Artigo em Inglês | MEDLINE | ID: mdl-38572726

RESUMO

AIMS: Alcohol marketing is a commercial driver of alcohol use, including among youth. This study sought to quantify and characterize alcohol advertising on broadcast television in Canada. METHODS: Open-source television program logs for January to December 2018 submitted to the Canadian Radio-television and Telecommunications Commission by 147 stations with alcohol advertisements were analyzed. RESULTS: Overall, 501 628 alcohol advertisements were broadcast. Four companies accounted for 83% of advertisements, namely, Anheuser-Busch in Bev (33.7%), Molson Coors (22.7%), Diageo (16.1%), and Arterra Wines Canada (10.8%). On conventional stations, advertising was highest on French-language stations [Median (Mdn) = 3224; interquartile range (IQR) = 2262] followed by those with programming in foreign/mixed languages (Mdn = 2679; IQR = 219) and English-language stations (Mdn = 1955; IQR = 1563). On speciality stations, advertising was most frequent on those primarily focused on sports programming (Mdn = 8036; IQR = 7393), movies and scripted shows (Mdn = 7463; IQR = 5937), and cooking (Mdn = 5498; IQR = 4032). On weekdays, 33% of alcohol ads aired from 6 to 9 a.m. and 3 to 9 p.m. and on weekends, 52% aired from 6 a.m. to 9 p.m. when children or adolescents are more likely to be watching television. On youth-oriented stations (n = 4), 7937 alcohol advertisements were broadcast with most airing from 9 p.m. to midnight (44-45%) or 12-6 a.m. (50%) on both weekdays and weekends. CONCLUSIONS: While few alcohol advertisements were broadcast on youth-oriented stations, young people in Canada are likely exposed to such advertising on programming intended for older or general audiences (e.g. sports). More research is needed to ascertain the extent to which broadcast television constitutes a source of alcohol advertising exposure among youth and to inform policies aimed at protecting them from the influence of such exposure.


Assuntos
Publicidade , Alimentos , Criança , Adolescente , Humanos , Estudos Transversais , Canadá/epidemiologia , Televisão , Indústria Alimentícia
11.
Int J Food Sci Nutr ; : 1-11, 2024 Apr 24.
Artigo em Inglês | MEDLINE | ID: mdl-38659128

RESUMO

This study evaluates the nutritional quality and level of processing of food and beverage products advertised on television channels most watched by children, in Italy. Data were collected over 20 non-consecutive days from the five top channels in Italy. A total of 209 food items were analysed using the Nutri-Score and the NOVA classification. Additionally, compliance with nutritional criteria established by the World Health Organisation (WHO) and the EU-PLEDGE was assessed. Results indicate a high proportion of energy-dense and low nutritional quality foods, with 68% falling into less favourable Nutri-Score categories (C, D, and E), and 61% classified as ultra-processed by NOVA classification. When applying WHO and PLEDGE criteria, 71% and 56% of products, respectively, did not meet nutritional standards. This study underscores the low prevalence of nutritionally adequate products in food advertisements targeting children on Italian television, despite differences found based on methodological variations.

12.
Appetite ; 197: 107338, 2024 Jun 01.
Artigo em Inglês | MEDLINE | ID: mdl-38579981

RESUMO

Unhealthy food marketing is contributing to the obesity epidemic, but real-time insights into the mechanisms of this relationship are under-studied. Digital marketing is growing and following food and beverage (F&B) brands on social media is common, but measurement of exposure and impact of such marketing presents novel challenges. Thus, this study aimed to evaluate the feasibility of collecting data on exposure and impact of digital F&B marketing (DFM) using a smartphone-based ecological momentary assessment (EMA) methodology. We hypothesized that DFM-induced food cravings would vary based on whether (or not) participants engaged with F&B brands online. Participants were Singapore residents (n = 95, 21-40 years), recruited via telephone from an existing cohort. Participants were asked to upload screenshots of all sightings of online F&B marketing messages for seven days, and answer in-app contextual questions about sightings including whether any cravings were induced. Participants provided a total of 1310 uploads (median 9 per participant, Q1-Q3: 4-21) of F&B marketing messages, 27% of which were provided on Day 1, significantly more than on other days (P < 0.001). Followers of food/beverage brands on social media encountered 25.6 percentage points (95% CI 11.4, 39.7) more marketing messages that induced cravings than participants who were not followers. University education was also associated with more (18.1 percentage points; 95% CI 3.1, 33.1) encounters with marketing messages that induced cravings. It was practical and acceptable to participants to gather insights into digital F&B marketing exposure and impact using EMA in young adults, although a shorter study period is recommended in future studies. Followers of food and beverage brands on social media appear to be more prone to experience cravings after exposure to digital F&B marketing.


Assuntos
Avaliação Momentânea Ecológica , Mídias Sociais , Humanos , Adulto Jovem , Estudos de Viabilidade , Marketing/métodos , Bebidas , Alimentos
14.
Int J Behav Nutr Phys Act ; 21(1): 38, 2024 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-38622707

RESUMO

BACKGROUND: Some research shows that advertising for high-fat, sugar, or salt (HFSS) products is contributing to a shift in consumer preferences toward products of poor nutritional quality, leading to unhealthy nutritional intakes that increase the risk of obesity and chronic diseases. A strategy of displaying simple and understandable nutritional information (like the front-of-pack nutrition label Nutri-Score) in food messages could be an aid to help guide consumers' choice towards healthier products. METHODS: A randomized controlled experiment was conducted on 27,085 participants randomly assigned to two experimental conditions or a control condition. In both experimental conditions (independent variable: advertising messages with vs. without the Nutri-Score), participants were exposed to advertisements for diversified food products with contrasting nutritional quality and belonging to nine different food categories. Participants were then asked questions about their perception, affective evaluation, and intentions to purchase and consume the products. In the control condition, they were not exposed to the advertisements. RESULTS: Overall, interaction effects between the two variables (1) the messages with vs. without the Nutri-Score and (2) the nutritional quality of products, were significant for all dependent variables, with effect sizes between large and medium. Overall, the better the products' nutritional quality, the more positive their perceptions, affective evaluations, and intentions to buy and consume them. When the Nutri-score was displayed in advertising messages (vs. when it was not), perceptions, affective evaluation, and behavioral intentions: (1) became more positive for products of good nutritional quality (Nutri-score A and B), (2) became more negative for products of poor nutritional quality (Nutri-score D and E), (3) changed little or not at all for products of intermediate nutritional quality (Nutri-Score C). CONCLUSIONS: This research is the first in the literature to demonstrate that displaying the Nutri-Score in advertising messages assists consumers in directing their choices towards healthier foods. Regulations mandating the display of the Nutri-Score in food advertising could be an effective public health measure.


Assuntos
Publicidade , Comportamento do Consumidor , Humanos , Intenção , Preferências Alimentares/psicologia , Valor Nutritivo , Rotulagem de Alimentos
15.
Angle Orthod ; 94(3): 273-279, 2024 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-38639457

RESUMO

OBJECTIVES: To assess the quality and accuracy of information contained within the websites of providers of marketed orthodontic products. MATERIALS AND METHODS: Twenty-one websites of orthodontic appliance and adjunct (product) providers were identified. The website content was assessed via two validated quality-of-information instruments (DISCERN and the Journal of the American Medical Association [JAMA] benchmarks) and an accuracy-of-information instrument. Website content was qualitatively analyzed for themes and subthemes. RESULTS: More than half (n = 11; 52.3%) of the assessed websites contained clinician testimonials. The mean (SD) DISCERN score was 33.14 (5.44). No website recorded the minimum of three JAMA benchmarks required to indicate reliability. The most common content themes related to quality-of-life impact and treatment duration. Just 8% of the statements within the websites were objectively true. The Pearson correlation coefficient indicated that the DISCERN scores were correlated with the accuracy-of-information scores (r = .83; P < .001). CONCLUSIONS: The quality and accuracy of information contained within the websites of the providers of marketed orthodontic products was poor. The combined use of DISCERN and the accuracy-of-information instrument may help overcome the shortcomings of each. Clinicians should check the accuracy of information on orthodontic product provider websites before adding links to those websites on their own sites.


Assuntos
Informação de Saúde ao Consumidor , Aparelhos Ortodônticos , Estados Unidos , Reprodutibilidade dos Testes , Estudos Transversais , Internet , Compreensão
16.
AJPM Focus ; 3(3): 100205, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38560403

RESUMO

Introduction: Exposure to food marketing increases the risk of poor diet. Children's perception and interpretation of food marketing across digital media platforms is understudied. Children aged 9-11 years are uniquely susceptible to food marketing because children may watch content alone, and it is unclear whether embedded ads are decipherable by children (e.g., social media influencers) and if children are receptive to advertisements. Methods: The authors collected data from 21 child-parent dyads in 2022 to fill this gap. Children were interviewed about their food marketing exposure and media use and were asked to share their perspectives on food advertisements. Parents completed a survey for household digital devices, demographics, and perception of their child's food advertising knowledge. Results: This study found that all children generally recognized direct food advertisements, could describe them with varying levels of confidence, and shared examples. Despite self-identifying ads and understanding the intent of advertising, many children are still receptive to advertisements on the basis of engaging content (e.g., liking the ads as entertainment, watching ads even when given the chance to skip the ad) and the food items marketed (e.g., liking the taste of foods). Conclusions: These findings suggest that knowledge of advertisement exposure and intent of advertising are not sufficient to reduce receptiveness of unhealthy food ad exposure. Additional research on the potential impacts of embedded ads, such as through social media influencers, is needed to understand children's interaction with the current digital media landscape.

17.
Heliyon ; 10(8): e28924, 2024 Apr 30.
Artigo em Inglês | MEDLINE | ID: mdl-38628741

RESUMO

In the context of regular epidemic prevention and control, this paper considers a two-stage tourism supply chain consisting of a scenic spot that attracts tourists through advertising and a travel agency that invests in service improvement and epidemic prevention. By establishing theoretical game models of a tourism supply chain, we investigate how the service level and advertising level can affect the retail price, product service level, and profits of the supply chain. The results show that the service level of travel agencies could improve consumers' preferences, expand the market demand for tourism products, and improve the efficiency of the supply chain to achieve a win-win situation and increase the profits of the scenic spot and the travel agency. The retailer price, service level, promotion level, and supply chain profit all increase as the service coefficient and advertising coefficient increase, and the speed of the increase is higher for the centralized model than for other models. Some valuable information could be provided for supply chain enterprises to develop collaborative strategies and promote tourism supply chain management practices.

18.
Cult Health Sex ; : 1-14, 2024 Apr 22.
Artigo em Inglês | MEDLINE | ID: mdl-38648397

RESUMO

Research on female genital cosmetic surgery usually comes from Anglophone countries. We investigated female genital cosmetic surgery in the predominantly Muslim South-East Asian country of Indonesia, aiming to identify the procedures offered by medical clinics on Instagram, how they are justified, and what they claim to achieve; and to understand what this means for women and their bodies. The 184 eligible posts from 19 clinics between 1 January to 31 March 2021 offered vaginoplasty, labiaplasty, hymenoplasty, and other procedures. Reflexive thematic analysis yielded three themes: Why you should have female genital cosmetic surgery, Indications for female genital cosmetic surgery, and What you will gain from female genital cosmetic surgery. Posts were similar to those identified in other countries, revealing implicit vulvar aesthetics, expectations that women choose to 'improve' their genitals, the need to please men, and that female genital cosmetic surgery is straightforward. Two differences from Anglophone advertising were the use of euphemisms to describe the vulva and an emphasis on physical 'virginity'. Across countries, female genital cosmetic surgery advertising appears to arise from patriarchal constructs of women's bodies and determination to control them. We contend that Indonesia shares with other countries the need for education-of medical practitioners and the general public-about sexuality and the vulva, and that the advertising of female genital cosmetic surgery should be regulated and rigorously monitored.

19.
J Gambl Stud ; 2024 Apr 09.
Artigo em Inglês | MEDLINE | ID: mdl-38592614

RESUMO

Sports betting and its associated problems are increasing rapidly. Moreover, it has been widely advertised and marketed, successfully reaching young adult males. This work aims to review recent publications regarding the relationship between marketing and sports betting perceptions and behaviors across different ages. For this purpose, a search in the PubMed database was set for 5 years (November 2014 - November 2019). The search terms included: "Sports betting AND children", "Sports betting AND young adult", "Sports betting AND adult". The search generated 131 articles, including some duplications. Once duplicates were eliminated, the titles and abstract analysis led to 21 references. To this, four more recent references were added to complement the introduction and discussion sections. The total number of references is 25. The inclusion criteria were as follows: (a) human study, (b) quantitative, experimental, clinical study, or review, (c) emphasis on the relationship between marketing and sports betting perceptions and behaviors, (d) specified number of subjects, (e) male or female gender, and (f) written in English (title and abstract). The findings indicated that: (1) marketing plays a significant role in normalizing gambling in sports, (2) policymakers should consider comprehensive approaches to reduce the exposure of sports betting advertising to young individuals, and (3) future studies should explore potential differences in results based on gender and developmental stage. For instance, sports betting is more prevalent among males than females, and younger children tend to be more impulsive than older children.

20.
PeerJ Comput Sci ; 10: e1937, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38660215

RESUMO

This article addresses the evolving landscape of data advertising within network-based new media, seeking to mitigate the accuracy limitations prevalent in traditional film and television advertising evaluations. To overcome these challenges, a novel data-driven nonlinear dynamic neural network planning approach is proposed. Its primary objective is to augment the real-time evaluation precision and accuracy of film and television advertising in the dynamic interactive realm of network media. The methodology primarily revolves around formulating a design model for visual advertising in film and television, customized for the dynamic interactive milieu of network media. Leveraging DeepFM+long short-term memory (LSTM) modules in deep learning neural networks, the article embarks on constructing a comprehensive information statistics and data interest model derived from two public datasets. It further engages in feature engineering for visual advertising, crafting self-learning association rules that guide the data-driven design process and system flow. The article concludes by benchmarking the proposed visual neural network model against other models, using F1 and root mean square error (RMSE) metrics for evaluation. The findings affirm that the proposed model, capable of handling dynamic interactions among images, visual text, and more, excels in capturing nonlinear and feature-mining aspects. It exhibits commendable robustness and generalization capabilities within various contexts.

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